diff --git a/integration_tests/delete_range_test.go b/integration_tests/delete_range_test.go
index 644268e81..48aa305b3 100644
--- a/integration_tests/delete_range_test.go
+++ b/integration_tests/delete_range_test.go
@@ -118,7 +118,7 @@ func (s *testDeleteRangeSuite) deleteRange(startKey []byte, endKey []byte) int {
 func deleteRangeFromMap(m map[string]string, startKey []byte, endKey []byte) {
 	for keyStr := range m {
 		key := []byte(keyStr)
-		if bytes.Compare(startKey, key) <= 0 && bytes.Compare(key, endKey) < 0 {
+		if bytes.Compare(startKey, key) <= 0 && (len(endKey) == 0 || bytes.Compare(key, endKey) < 0) {
 			delete(m, keyStr)
 		}
 	}
@@ -160,4 +160,5 @@ func (s *testDeleteRangeSuite) TestDeleteRange() {
 	s.mustDeleteRange([]byte("d0\x00"), []byte("d1\x00"), testData, 1)
 	s.mustDeleteRange([]byte("c5"), []byte("d5"), testData, 2)
 	s.mustDeleteRange([]byte("a"), []byte("z"), testData, 4)
+	s.mustDeleteRange(nil, nil, testData, 4)
 }
diff --git a/internal/mockstore/mocktikv/mvcc_leveldb.go b/internal/mockstore/mocktikv/mvcc_leveldb.go
index ae3f00459..00ef3f8fb 100644
--- a/internal/mockstore/mocktikv/mvcc_leveldb.go
+++ b/internal/mockstore/mocktikv/mvcc_leveldb.go
@@ -1538,7 +1538,11 @@ func (mvcc *MVCCLevelDB) GC(startKey, endKey []byte, safePoint uint64) error {
 
 // DeleteRange implements the MVCCStore interface.
 func (mvcc *MVCCLevelDB) DeleteRange(startKey, endKey []byte) error {
-	return mvcc.doRawDeleteRange(codec.EncodeBytes(nil, startKey), codec.EncodeBytes(nil, endKey))
+	var end []byte
+	if len(endKey) > 0 {
+		end = codec.EncodeBytes(nil, endKey)
+	}
+	return mvcc.doRawDeleteRange(codec.EncodeBytes(nil, startKey), end)
 }
 
 // Close calls leveldb's Close to free resources.
diff --git a/txnkv/rangetask/delete_range.go b/txnkv/rangetask/delete_range.go
index 02558915f..8ceb07c95 100644
--- a/txnkv/rangetask/delete_range.go
+++ b/txnkv/rangetask/delete_range.go
@@ -123,7 +123,7 @@ func (t *DeleteRangeTask) sendReqOnRange(ctx context.Context, r kv.KeyRange) (Ta
 		default:
 		}
 
-		if bytes.Compare(startKey, rangeEndKey) >= 0 {
+		if len(rangeEndKey) > 0 && bytes.Compare(startKey, rangeEndKey) >= 0 {
 			break
 		}
 
@@ -135,8 +135,9 @@ func (t *DeleteRangeTask) sendReqOnRange(ctx context.Context, r kv.KeyRange) (Ta
 
 		// Delete to the end of the region, except if it's the last region overlapping the range
 		endKey := loc.EndKey
+		isLast := len(endKey) == 0 || (len(rangeEndKey) > 0 && bytes.Compare(endKey, rangeEndKey) >= 0)
 		// If it is the last region
-		if loc.Contains(rangeEndKey) {
+		if isLast {
 			endKey = rangeEndKey
 		}
 
@@ -169,6 +170,9 @@ func (t *DeleteRangeTask) sendReqOnRange(ctx context.Context, r kv.KeyRange) (Ta
 			return stat, errors.Errorf("unexpected delete range err: %v", err)
 		}
 		stat.CompletedRegions++
+		if isLast {
+			break
+		}
 		startKey = endKey
 	}