diff --git a/ddl/db_test.go b/ddl/db_test.go
index 71649fd7d34a3..a374c893ca4e5 100644
--- a/ddl/db_test.go
+++ b/ddl/db_test.go
@@ -3172,6 +3172,22 @@ func (s *testDBSuite2) TestLockTables(c *C) {
 	_, err = tk2.Exec("alter database test charset='utf8mb4'")
 	c.Assert(terror.ErrorEqual(err, infoschema.ErrTableLocked), IsTrue)
 
+	// Test for admin cleanup table locks.
+	tk.MustExec("unlock tables")
+	tk.MustExec("lock table t1 write, t2 write")
+	_, err = tk2.Exec("lock tables t1 write, t2 read")
+	c.Assert(terror.ErrorEqual(err, infoschema.ErrTableLocked), IsTrue)
+	tk2.MustExec("admin cleanup table lock t1,t2")
+	checkTableLock(c, tk.Se, "test", "t1", model.TableLockNone)
+	checkTableLock(c, tk.Se, "test", "t2", model.TableLockNone)
+	// cleanup unlocked table.
+	tk2.MustExec("admin cleanup table lock t1,t2")
+	checkTableLock(c, tk.Se, "test", "t1", model.TableLockNone)
+	checkTableLock(c, tk.Se, "test", "t2", model.TableLockNone)
+	tk2.MustExec("lock tables t1 write, t2 read")
+	checkTableLock(c, tk2.Se, "test", "t1", model.TableLockWrite)
+	checkTableLock(c, tk2.Se, "test", "t2", model.TableLockRead)
+
 	tk.MustExec("unlock tables")
 	tk2.MustExec("unlock tables")
 }
diff --git a/ddl/ddl.go b/ddl/ddl.go
index a041afaaf60b9..59cade07c7e96 100644
--- a/ddl/ddl.go
+++ b/ddl/ddl.go
@@ -249,6 +249,7 @@ type DDL interface {
 	RenameTable(ctx sessionctx.Context, oldTableIdent, newTableIdent ast.Ident, isAlterTable bool) error
 	LockTables(ctx sessionctx.Context, stmt *ast.LockTablesStmt) error
 	UnlockTables(ctx sessionctx.Context, lockedTables []model.TableLockTpInfo) error
+	CleanupTableLock(ctx sessionctx.Context, tables []*ast.TableName) error
 
 	// GetLease returns current schema lease time.
 	GetLease() time.Duration
diff --git a/ddl/ddl_api.go b/ddl/ddl_api.go
index 031f147054e9e..a279c501dd0ca 100644
--- a/ddl/ddl_api.go
+++ b/ddl/ddl_api.go
@@ -45,6 +45,7 @@ import (
 	"github.com/pingcap/tidb/table/tables"
 	"github.com/pingcap/tidb/types"
 	driver "github.com/pingcap/tidb/types/parser_driver"
+	"github.com/pingcap/tidb/util"
 	"github.com/pingcap/tidb/util/chunk"
 	"github.com/pingcap/tidb/util/logutil"
 	"github.com/pingcap/tidb/util/mock"
@@ -3386,16 +3387,12 @@ func (d *ddl) LockTables(ctx sessionctx.Context, stmt *ast.LockTablesStmt) error
 		SessionID: ctx.GetSessionVars().ConnectionID,
 	}
 	uniqueTableID := make(map[int64]struct{})
-	// Check whether the table was already locked by other.
+	// Check whether the table was already locked by another.
 	for _, tl := range stmt.TableLocks {
 		tb := tl.Table
-		// TODO: replace const string "performance_schema" with xxx.LowerName.
-		// Currently use perfschema.LowerName will have import cycle problem.
-		if tb.Schema.L == infoschema.LowerName || tb.Schema.L == "performance_schema" || tb.Schema.L == mysql.SystemDB {
-			if ctx.GetSessionVars().User != nil {
-				return infoschema.ErrAccessDenied.GenWithStackByArgs(ctx.GetSessionVars().User.Username, ctx.GetSessionVars().User.Hostname)
-			}
-			return infoschema.ErrAccessDenied
+		err := throwErrIfInMemOrSysDB(ctx, tb.Schema.L)
+		if err != nil {
+			return err
 		}
 		schema, t, err := d.getSchemaAndTableByIdent(ctx, ast.Ident{Schema: tb.Schema, Name: tb.Name})
 		if err != nil {
@@ -3467,10 +3464,75 @@ func (d *ddl) UnlockTables(ctx sessionctx.Context, unlockTables []model.TableLoc
 	return errors.Trace(err)
 }
 
+func throwErrIfInMemOrSysDB(ctx sessionctx.Context, dbLowerName string) error {
+	if util.IsMemOrSysDB(dbLowerName) {
+		if ctx.GetSessionVars().User != nil {
+			return infoschema.ErrAccessDenied.GenWithStackByArgs(ctx.GetSessionVars().User.Username, ctx.GetSessionVars().User.Hostname)
+		}
+		return infoschema.ErrAccessDenied.GenWithStackByArgs("", "")
+	}
+	return nil
+}
+
+func (d *ddl) CleanupTableLock(ctx sessionctx.Context, tables []*ast.TableName) error {
+	uniqueTableID := make(map[int64]struct{})
+	cleanupTables := make([]model.TableLockTpInfo, 0, len(tables))
+	unlockedTablesNum := 0
+	// Check whether the table was already locked by another.
+	for _, tb := range tables {
+		err := throwErrIfInMemOrSysDB(ctx, tb.Schema.L)
+		if err != nil {
+			return err
+		}
+		schema, t, err := d.getSchemaAndTableByIdent(ctx, ast.Ident{Schema: tb.Schema, Name: tb.Name})
+		if err != nil {
+			return errors.Trace(err)
+		}
+		if t.Meta().IsView() {
+			return table.ErrUnsupportedOp
+		}
+		// Maybe the table t was not locked, but still try to unlock this table.
+		// If we skip unlock the table here, the job maybe not consistent with the job.Query.
+		// eg: unlock tables t1,t2;  If t2 is not locked and skip here, then the job will only unlock table t1,
+		// and this behaviour is not consistent with the sql query.
+		if !t.Meta().IsLocked() {
+			unlockedTablesNum++
+		}
+		if _, ok := uniqueTableID[t.Meta().ID]; ok {
+			return infoschema.ErrNonuniqTable.GenWithStackByArgs(t.Meta().Name)
+		}
+		uniqueTableID[t.Meta().ID] = struct{}{}
+		cleanupTables = append(cleanupTables, model.TableLockTpInfo{SchemaID: schema.ID, TableID: t.Meta().ID})
+	}
+	// If the num of cleanupTables is 0, or all cleanupTables is unlocked, just return here.
+	if len(cleanupTables) == 0 || len(cleanupTables) == unlockedTablesNum {
+		return nil
+	}
+
+	arg := &lockTablesArg{
+		UnlockTables: cleanupTables,
+		IsCleanup:    true,
+	}
+	job := &model.Job{
+		SchemaID:   cleanupTables[0].SchemaID,
+		TableID:    cleanupTables[0].TableID,
+		Type:       model.ActionUnlockTable,
+		BinlogInfo: &model.HistoryInfo{},
+		Args:       []interface{}{arg},
+	}
+	err := d.doDDLJob(ctx, job)
+	if err == nil {
+		ctx.ReleaseTableLocks(cleanupTables)
+	}
+	err = d.callHookOnChanged(err)
+	return errors.Trace(err)
+}
+
 type lockTablesArg struct {
 	LockTables    []model.TableLockTpInfo
 	IndexOfLock   int
 	UnlockTables  []model.TableLockTpInfo
 	IndexOfUnlock int
 	SessionInfo   model.SessionInfo
+	IsCleanup     bool
 }
diff --git a/ddl/table_lock.go b/ddl/table_lock.go
index 03d798a3911ab..b7ab22eed5285 100644
--- a/ddl/table_lock.go
+++ b/ddl/table_lock.go
@@ -198,6 +198,11 @@ func unlockTable(tbInfo *model.TableInfo, arg *lockTablesArg) (needUpdateTableIn
 	if !tbInfo.IsLocked() {
 		return false
 	}
+	if arg.IsCleanup {
+		tbInfo.Lock = nil
+		return true
+	}
+
 	sessionIndex := findSessionInfoIndex(tbInfo.Lock.Sessions, arg.SessionInfo)
 	if sessionIndex < 0 {
 		// When session clean table lock, session maybe send unlock table even the table lock maybe not hold by the session.
diff --git a/executor/ddl.go b/executor/ddl.go
index 39fddecb6aa84..fcbb14e1e9b3b 100644
--- a/executor/ddl.go
+++ b/executor/ddl.go
@@ -113,6 +113,9 @@ func (e *DDLExec) Next(ctx context.Context, req *chunk.Chunk) (err error) {
 		err = e.executeLockTables(x)
 	case *ast.UnlockTablesStmt:
 		err = e.executeUnlockTables(x)
+	case *ast.CleanupTableLockStmt:
+		err = e.executeCleanupTableLock(x)
+
 	}
 	if err != nil {
 		return e.toErr(err)
@@ -453,3 +456,8 @@ func (e *DDLExec) executeUnlockTables(s *ast.UnlockTablesStmt) error {
 	lockedTables := e.ctx.GetAllTableLocks()
 	return domain.GetDomain(e.ctx).DDL().UnlockTables(e.ctx, lockedTables)
 }
+
+func (e *DDLExec) executeCleanupTableLock(s *ast.CleanupTableLockStmt) error {
+	err := domain.GetDomain(e.ctx).DDL().CleanupTableLock(e.ctx, s.Tables)
+	return err
+}
diff --git a/infoschema/infoschema.go b/infoschema/infoschema.go
index 2510b517b7d06..e2cfd3a7fe200 100644
--- a/infoschema/infoschema.go
+++ b/infoschema/infoschema.go
@@ -23,6 +23,7 @@ import (
 	"github.com/pingcap/tidb/kv"
 	"github.com/pingcap/tidb/meta/autoid"
 	"github.com/pingcap/tidb/table"
+	"github.com/pingcap/tidb/util"
 )
 
 var (
@@ -96,8 +97,8 @@ type InfoSchema interface {
 
 // Information Schema Name.
 const (
-	Name      = "INFORMATION_SCHEMA"
-	LowerName = "information_schema"
+	Name      = util.InformationSchemaName
+	LowerName = util.InformationSchemaLowerName
 )
 
 type sortedTables []table.Table
diff --git a/infoschema/perfschema/const.go b/infoschema/perfschema/const.go
index 68dbbff24a080..a5764ce79d7fc 100644
--- a/infoschema/perfschema/const.go
+++ b/infoschema/perfschema/const.go
@@ -13,10 +13,12 @@
 
 package perfschema
 
+import "github.com/pingcap/tidb/util"
+
 // Performance Schema Name.
 const (
-	Name      = "PERFORMANCE_SCHEMA"
-	LowerName = "performance_schema"
+	Name      = util.PerformanceSchemaName
+	LowerName = util.PerformanceSchemaLowerName
 )
 
 // perfSchemaTables is a shortcut to involve all table names.
diff --git a/lock/lock.go b/lock/lock.go
index f96879b2a0a5d..8e92e2a62ccc5 100644
--- a/lock/lock.go
+++ b/lock/lock.go
@@ -17,9 +17,9 @@ import (
 	"github.com/pingcap/parser/model"
 	"github.com/pingcap/parser/mysql"
 	"github.com/pingcap/tidb/infoschema"
-	"github.com/pingcap/tidb/infoschema/perfschema"
 	"github.com/pingcap/tidb/sessionctx"
 	"github.com/pingcap/tidb/table"
+	"github.com/pingcap/tidb/util"
 )
 
 // Checker uses to check tables lock.
@@ -38,8 +38,8 @@ func (c *Checker) CheckTableLock(db, table string, privilege mysql.PrivilegeType
 	if db == "" && table == "" {
 		return nil
 	}
-	// Below database are not support table lock.
-	if db == infoschema.LowerName || db == perfschema.LowerName || db == mysql.SystemDB {
+	// System DB and memory DB are not support table lock.
+	if util.IsMemOrSysDB(db) {
 		return nil
 	}
 	// check operation on database.
diff --git a/planner/core/planbuilder.go b/planner/core/planbuilder.go
index 484216b37ce8b..ee4ec9c9d0e8a 100644
--- a/planner/core/planbuilder.go
+++ b/planner/core/planbuilder.go
@@ -1984,6 +1984,9 @@ func (b *PlanBuilder) buildDDL(node ast.DDLNode) (Plan, error) {
 		b.visitInfo = appendVisitInfo(b.visitInfo, mysql.SuperPriv, "", "", "", nil)
 	case *ast.LockTablesStmt, *ast.UnlockTablesStmt:
 		// TODO: add Lock Table privilege check.
+	case *ast.CleanupTableLockStmt:
+		// This command can only be executed by administrator.
+		b.visitInfo = appendVisitInfo(b.visitInfo, mysql.SuperPriv, "", "", "", nil)
 	}
 	p := &DDL{Statement: node}
 	return p, nil
diff --git a/util/misc.go b/util/misc.go
index a15a547ecf75f..cd63dd10883e9 100644
--- a/util/misc.go
+++ b/util/misc.go
@@ -20,6 +20,7 @@ import (
 
 	"github.com/pingcap/errors"
 	"github.com/pingcap/parser"
+	"github.com/pingcap/parser/mysql"
 	"github.com/pingcap/parser/terror"
 	"github.com/pingcap/tidb/util/logutil"
 	"go.uber.org/zap"
@@ -130,3 +131,23 @@ func SyntaxWarn(err error) error {
 	}
 	return parser.ErrParse.GenWithStackByArgs(syntaxErrorPrefix, err.Error())
 }
+
+const (
+	// InformationSchemaName is the `INFORMATION_SCHEMA` database name.
+	InformationSchemaName = "INFORMATION_SCHEMA"
+	// InformationSchemaLowerName is the `INFORMATION_SCHEMA` database lower name.
+	InformationSchemaLowerName = "information_schema"
+	// PerformanceSchemaName is the `PERFORMANCE_SCHEMA` database name.
+	PerformanceSchemaName = "PERFORMANCE_SCHEMA"
+	// PerformanceSchemaLowerName is the `PERFORMANCE_SCHEMA` database lower name.
+	PerformanceSchemaLowerName = "performance_schema"
+)
+
+// IsMemOrSysDB uses to check whether dbLowerName is memory database or system database.
+func IsMemOrSysDB(dbLowerName string) bool {
+	switch dbLowerName {
+	case InformationSchemaLowerName, PerformanceSchemaLowerName, mysql.SystemDB:
+		return true
+	}
+	return false
+}