diff --git a/ddl/db_test.go b/ddl/db_test.go
index abe615c0f5..4b20295015 100644
--- a/ddl/db_test.go
+++ b/ddl/db_test.go
@@ -473,6 +473,64 @@ func (s *testDBSuite) TestCancelDropIndex(c *C) {
 	s.mustExec(c, "alter table t drop index idx_c2")
 }
 
+// TestCancelRenameIndex tests cancel ddl job which type is rename index.
+func (s *testDBSuite) TestCancelRenameIndex(c *C) {
+	s.tk = testkit.NewTestKit(c, s.store)
+	s.mustExec(c, "use test_db")
+	s.mustExec(c, "create database if not exists test_rename_index")
+	s.mustExec(c, "drop table if exists t")
+	s.mustExec(c, "create table t(c1 int, c2 int)")
+	defer s.mustExec(c, "drop table t;")
+	for i := 0; i < 100; i++ {
+		s.mustExec(c, "insert into t values (?, ?)", i, i)
+	}
+	s.mustExec(c, "alter table t add index idx_c2(c2)")
+	var checkErr error
+	hook := &ddl.TestDDLCallback{}
+	hook.OnJobRunBeforeExported = func(job *model.Job) {
+		if job.Type == model.ActionRenameIndex && job.State == model.JobStateNone {
+			jobIDs := []int64{job.ID}
+			hookCtx := mock.NewContext()
+			hookCtx.Store = s.store
+			err := hookCtx.NewTxn(context.Background())
+			if err != nil {
+				checkErr = errors.Trace(err)
+				return
+			}
+			txn, err := hookCtx.Txn(true)
+			if err != nil {
+				checkErr = errors.Trace(err)
+				return
+			}
+			errs, err := admin.CancelJobs(txn, jobIDs)
+			if err != nil {
+				checkErr = errors.Trace(err)
+				return
+			}
+			if errs[0] != nil {
+				checkErr = errors.Trace(errs[0])
+				return
+			}
+			checkErr = txn.Commit(context.Background())
+		}
+	}
+	originalHook := s.dom.DDL().GetHook()
+	s.dom.DDL().(ddl.DDLForTest).SetHook(hook)
+	rs, err := s.tk.Exec("alter table t rename index idx_c2 to idx_c3")
+	if rs != nil {
+		rs.Close()
+	}
+	c.Assert(checkErr, IsNil)
+	c.Assert(err, NotNil)
+	c.Assert(err.Error(), Equals, "[ddl:12]cancelled DDL job")
+	s.dom.DDL().(ddl.DDLForTest).SetHook(originalHook)
+	t := s.testGetTable(c, "t")
+	for _, idx := range t.Indices() {
+		c.Assert(strings.EqualFold(idx.Meta().Name.L, "idx_c3"), IsFalse)
+	}
+	s.mustExec(c, "alter table t rename index idx_c2 to idx_c3")
+}
+
 // TestCancelDropTable tests cancel ddl job which type is drop table.
 func (s *testDBSuite) TestCancelDropTableAndSchema(c *C) {
 	s.tk = testkit.NewTestKit(c, s.store)
diff --git a/ddl/index.go b/ddl/index.go
index d70e0fb137..5013e31012 100644
--- a/ddl/index.go
+++ b/ddl/index.go
@@ -200,26 +200,11 @@ func validateRenameIndex(from, to model.CIStr, tbl *model.TableInfo) (ignore boo
 }
 
 func onRenameIndex(t *meta.Meta, job *model.Job) (ver int64, _ error) {
-	var from, to model.CIStr
-	if err := job.DecodeArgs(&from, &to); err != nil {
-		job.State = model.JobStateCancelled
-		return ver, errors.Trace(err)
-	}
-	tblInfo, err := getTableInfo(t, job, job.SchemaID)
+	tblInfo, from, to, err := checkRenameIndex(t, job)
 	if err != nil {
-		job.State = model.JobStateCancelled
 		return ver, errors.Trace(err)
 	}
 
-	// Double check. See function `RenameIndex` in ddl_api.go
-	duplicate, err := validateRenameIndex(from, to, tblInfo)
-	if duplicate {
-		return ver, nil
-	}
-	if err != nil {
-		job.State = model.JobStateCancelled
-		return ver, errors.Trace(err)
-	}
 	idx := schemautil.FindIndexByName(from.L, tblInfo.Indices)
 	idx.Name = to
 	if ver, err = updateVersionAndTableInfo(t, job, tblInfo, true); err != nil {
@@ -436,6 +421,31 @@ func checkDropIndex(t *meta.Meta, job *model.Job) (*model.TableInfo, *model.Inde
 	return tblInfo, indexInfo, nil
 }
 
+func checkRenameIndex(t *meta.Meta, job *model.Job) (*model.TableInfo, model.CIStr, model.CIStr, error) {
+	var from, to model.CIStr
+	schemaID := job.SchemaID
+	tblInfo, err := getTableInfo(t, job, schemaID)
+	if err != nil {
+		return nil, from, to, errors.Trace(err)
+	}
+
+	if err := job.DecodeArgs(&from, &to); err != nil {
+		job.State = model.JobStateCancelled
+		return nil, from, to, errors.Trace(err)
+	}
+
+	// Double check. See function `RenameIndex` in ddl_api.go
+	duplicate, err := validateRenameIndex(from, to, tblInfo)
+	if duplicate {
+		return nil, from, to, nil
+	}
+	if err != nil {
+		job.State = model.JobStateCancelled
+		return nil, from, to, errors.Trace(err)
+	}
+	return tblInfo, from, to, errors.Trace(err)
+}
+
 const (
 	// DefaultTaskHandleCnt is default batch size of adding indices.
 	DefaultTaskHandleCnt = 128
diff --git a/ddl/rollingback.go b/ddl/rollingback.go
index 541b7230a5..3af1b01e37 100644
--- a/ddl/rollingback.go
+++ b/ddl/rollingback.go
@@ -190,6 +190,21 @@ func rollingbackDropSchema(t *meta.Meta, job *model.Job) error {
 	return nil
 }
 
+func rollingbackRenameIndex(t *meta.Meta, job *model.Job) (ver int64, err error) {
+	tblInfo, from, _, err := checkRenameIndex(t, job)
+	if err != nil {
+		return ver, errors.Trace(err)
+	}
+	// Here rename index is done in a transaction, if the job is not completed, it can be canceled.
+	idx := schemautil.FindIndexByName(from.L, tblInfo.Indices)
+	if idx.State == model.StatePublic {
+		job.State = model.JobStateCancelled
+		return ver, errCancelledDDLJob
+	}
+	job.State = model.JobStateRunning
+	return ver, errors.Trace(err)
+}
+
 func convertJob2RollbackJob(w *worker, d *ddlCtx, t *meta.Meta, job *model.Job) (ver int64, err error) {
 	switch job.Type {
 	case model.ActionAddColumn:
@@ -204,6 +219,8 @@ func convertJob2RollbackJob(w *worker, d *ddlCtx, t *meta.Meta, job *model.Job)
 		err = rollingbackDropTableOrView(t, job)
 	case model.ActionDropSchema:
 		err = rollingbackDropSchema(t, job)
+	case model.ActionRenameIndex:
+		ver, err = rollingbackRenameIndex(t, job)
 	default:
 		job.State = model.JobStateCancelled
 		err = errCancelledDDLJob