diff --git a/session/nontransactional.go b/session/nontransactional.go
index aceb46bc1d..8358a5253c 100644
--- a/session/nontransactional.go
+++ b/session/nontransactional.go
@@ -450,7 +450,7 @@ func selectShardColumn(stmt *ast.NonTransactionalDeleteStmt, se Session, tableNa
 	}
 
 	for _, index := range tbl.Indices() {
-		if index.Meta().State != model.StatePublic {
+		if index.Meta().State != model.StatePublic || index.Meta().Invisible {
 			continue
 		}
 		indexColumns := index.Meta().Columns
diff --git a/session/nontransactional_test.go b/session/nontransactional_test.go
index 7f210cf777..5ea4f731f3 100644
--- a/session/nontransactional_test.go
+++ b/session/nontransactional_test.go
@@ -206,3 +206,23 @@ func TestNonTransactionalDeleteAutoDetectShardColumn(t *testing.T) {
 		testFunc(table, false)
 	}
 }
+
+func TestNonTransactionalDeleteInvisibleIndex(t *testing.T) {
+	store, clean := createStorage(t)
+	defer clean()
+	tk := testkit.NewTestKit(t, store)
+	tk.MustExec("set @@tidb_max_chunk_size=35")
+	tk.MustExec("use test")
+	tk.MustExec("create table t(a int, b int)")
+	for i := 0; i < 100; i++ {
+		tk.MustExec(fmt.Sprintf("insert into t values (%d, %d)", i, i*2))
+	}
+	err := tk.ExecToErr("split on a limit 10 delete from t")
+	require.Error(t, err)
+	tk.MustExec("CREATE UNIQUE INDEX c1 ON t (a) INVISIBLE")
+	err = tk.ExecToErr("split on a limit 10 delete from t")
+	require.Error(t, err)
+	tk.MustExec("CREATE UNIQUE INDEX c2 ON t (a)")
+	tk.MustExec("split on a limit 10 delete from t")
+	tk.MustQuery("select count(*) from t").Check(testkit.Rows("0"))
+}