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..bdaca46 100644
--- a/src/infi/clickhouse_orm/utils.py
+++ b/src/infi/clickhouse_orm/utils.py
@@ -38,7 +38,14 @@ def unescape(value):
 def parse_tsv(line):
     if PY3 and isinstance(line, binary_type):
         line = line.decode()
-    if line[-1] == '\n':
+    # GROUP BY WITH TOTALS modifier contains a blank line (second last row)
+    # separating normal result from the totals (last row)
+    # Let's skip the blank line
+    try:
+        last_element = line[-1]
+    except IndexError:
+        return
+    if last_element == '\n':
         line = line[:-1]
     return [unescape(value) for value in line.split('\t')]