diff --git a/src/infi/clickhouse_orm/database.py b/src/infi/clickhouse_orm/database.py
index 2be8534..3afd1c3 100644
--- a/src/infi/clickhouse_orm/database.py
+++ b/src/infi/clickhouse_orm/database.py
@@ -96,7 +96,9 @@ class Database(object):
         field_types = parse_tsv(next(lines))
         model_class = model_class or ModelBase.create_ad_hoc_model(zip(field_names, field_types))
         for line in lines:
-            yield model_class.from_tsv(line, field_names, self.server_timezone, self)
+            # skip blank line left by WITH TOTALS modifier
+            if line:
+                yield model_class.from_tsv(line, field_names, self.server_timezone, self)
 
     def raw(self, query, settings=None, stream=False):
         """
diff --git a/src/infi/clickhouse_orm/utils.py b/src/infi/clickhouse_orm/utils.py
index c24a93d..f5b5b22 100644
--- a/src/infi/clickhouse_orm/utils.py
+++ b/src/infi/clickhouse_orm/utils.py
@@ -38,7 +38,7 @@ def unescape(value):
 def parse_tsv(line):
     if PY3 and isinstance(line, binary_type):
         line = line.decode()
-    if line[-1] == '\n':
+    if line and line[-1] == '\n':
         line = line[:-1]
     return [unescape(value) for value in line.split('\t')]
 
diff --git a/tests/test_database.py b/tests/test_database.py
index 62b340b..1897d8f 100644
--- a/tests/test_database.py
+++ b/tests/test_database.py
@@ -89,6 +89,15 @@ class DatabaseTestCase(unittest.TestCase):
         self.assertEqual(results[0].get_database(), self.database)
         self.assertEqual(results[1].get_database(), self.database)
 
+    def test_select_with_totals(self):
+        self._insert_and_check(self._sample_data(), len(data))
+        query = "SELECT last_name, sum(height) as height FROM `test-db`.person GROUP BY last_name WITH TOTALS"
+        results = list(self.database.select(query))
+        total = sum(r.height for r in results[:-1])
+        # Last line has an empty last name, and total of all heights
+        self.assertFalse(results[-1].last_name)
+        self.assertEquals(total, results[-1].height)
+
     def test_pagination(self):
         self._insert_and_check(self._sample_data(), len(data))
         # Try different page sizes