diff --git a/pkg/parser/ast/dml.go b/pkg/parser/ast/dml.go
index 898ba923e0fba..8ba60c26f91a7 100644
--- a/pkg/parser/ast/dml.go
+++ b/pkg/parser/ast/dml.go
@@ -282,6 +282,11 @@ type TableName struct {
 	TableSample    *TableSample
 	// AS OF is used to see the data as it was at a specific point in time.
 	AsOf *AsOfClause
+	// IsAlias is true if this table name is an alias.
+	//  sometime, we need to distinguish the table name is an alias or not.
+	//   for example ```delete tt1 from t1 tt1,(select max(id) id from t2)tt2 where tt1.id<=tt2.id```
+	//   ```tt1``` is a alias name. so we need to set IsAlias to true and restore the table name without database name.
+	IsAlias bool
 }
 
 func (*TableName) resultSet() {}
@@ -293,7 +298,7 @@ func (n *TableName) restoreName(ctx *format.RestoreCtx) {
 		if n.Schema.String() != "" {
 			ctx.WriteName(n.Schema.String())
 			ctx.WritePlain(".")
-		} else if ctx.DefaultDB != "" {
+		} else if ctx.DefaultDB != "" && !n.IsAlias {
 			// Try CTE, for a CTE table name, we shouldn't write the database name.
 			if !ctx.IsCTETableName(n.Name.L) {
 				ctx.WriteName(ctx.DefaultDB)
diff --git a/pkg/planner/core/preprocess.go b/pkg/planner/core/preprocess.go
index 209f540a7b25f..34408a5c5d9ab 100644
--- a/pkg/planner/core/preprocess.go
+++ b/pkg/planner/core/preprocess.go
@@ -571,7 +571,9 @@ func (p *preprocessor) checkBindGrammar(originNode, hintedNode ast.StmtNode, def
 			TableInfo: tableInfo,
 		})
 	}
-
+	aliasChecker := &aliasChecker{}
+	originNode.Accept(aliasChecker)
+	hintedNode.Accept(aliasChecker)
 	originSQL := parser.NormalizeForBinding(utilparser.RestoreWithDefaultDB(originNode, defaultDB, originNode.Text()), false)
 	hintedSQL := parser.NormalizeForBinding(utilparser.RestoreWithDefaultDB(hintedNode, defaultDB, hintedNode.Text()), false)
 	if originSQL != hintedSQL {
@@ -1991,3 +1993,59 @@ func (p *preprocessor) skipLockMDL() bool {
 	// skip lock mdl for ANALYZE statement.
 	return p.flag&inImportInto > 0 || p.flag&inAnalyze > 0
 }
+
+// aliasChecker is used to check the alias of the table in delete statement.
+//
+//	for example: delete tt1 from t1 tt1,(select max(id) id from t2)tt2 where tt1.id<=tt2.id
+//	  `delete tt1` will be transformed to `delete current_database.t1` by default.
+//	   because `tt1` cannot be used as alias in delete statement.
+//	   so we have to set `tt1` as alias by aliasChecker.
+type aliasChecker struct{}
+
+func (*aliasChecker) Enter(in ast.Node) (ast.Node, bool) {
+	if deleteStmt, ok := in.(*ast.DeleteStmt); ok {
+		// 1. check the tableRefs of deleteStmt to find the alias
+		var aliases []*pmodel.CIStr
+		if deleteStmt.TableRefs != nil && deleteStmt.TableRefs.TableRefs != nil {
+			tableRefs := deleteStmt.TableRefs.TableRefs
+			if val := getTableRefsAlias(tableRefs.Left); val != nil {
+				aliases = append(aliases, val)
+			}
+			if val := getTableRefsAlias(tableRefs.Right); val != nil {
+				aliases = append(aliases, val)
+			}
+		}
+		// 2. check the Tables to tag the alias
+		if deleteStmt.Tables != nil && deleteStmt.Tables.Tables != nil {
+			for _, table := range deleteStmt.Tables.Tables {
+				if table.Schema.String() != "" {
+					continue
+				}
+				for _, alias := range aliases {
+					if table.Name.L == alias.L {
+						table.IsAlias = true
+						break
+					}
+				}
+			}
+		}
+		return in, true
+	}
+	return in, false
+}
+
+func getTableRefsAlias(tableRefs ast.ResultSetNode) *pmodel.CIStr {
+	switch v := tableRefs.(type) {
+	case *ast.Join:
+		if v.Left != nil {
+			return getTableRefsAlias(v.Left)
+		}
+	case *ast.TableSource:
+		return &v.AsName
+	}
+	return nil
+}
+
+func (*aliasChecker) Leave(in ast.Node) (ast.Node, bool) {
+	return in, true
+}
diff --git a/pkg/planner/core/preprocess_test.go b/pkg/planner/core/preprocess_test.go
index f3eea5b6f54b9..9a8653e8ad409 100644
--- a/pkg/planner/core/preprocess_test.go
+++ b/pkg/planner/core/preprocess_test.go
@@ -414,3 +414,14 @@ func TestPreprocessCTE(t *testing.T) {
 		require.Equal(t, tc.after, rs.String())
 	}
 }
+
+func TestPreprocessDeleteFromWithAlias(t *testing.T) {
+	// https://github.com/pingcap/tidb/issues/56726
+	store := testkit.CreateMockStore(t)
+	tk := testkit.NewTestKit(t, store)
+	tk.MustExec("use test")
+	tk.MustExec("create table t1(id int);")
+	tk.MustExec(" create table t2(id int);")
+	tk.MustExec("delete tt1 from t1 tt1,(select max(id) id from t2)tt2 where tt1.id<=tt2.id;")
+	tk.MustExec("create global binding for delete tt1 from t1 tt1,(select max(id) id from t2)tt2 where tt1.id<=tt2.id using delete /*+ MAX_EXECUTION_TIME(10)*/ tt1 from t1 tt1,(select max(id) id from t2)tt2 where tt1.id<=tt2.id;")
+}