diff --git a/neo4j/v1/connection.py b/neo4j/v1/connection.py
index 25d25174..21ce4cf1 100644
--- a/neo4j/v1/connection.py
+++ b/neo4j/v1/connection.py
@@ -402,7 +402,7 @@ def connect(host, port=None, ssl_context=None, **config):
     try:
         s = create_connection((host, port))
     except SocketError as error:
-        if error.errno == 111 or error.errno == 61:
+        if error.errno == 111 or error.errno == 61 or error.errno == 10061:
             raise ProtocolError("Unable to connect to %s on port %d - is the server running?" % (host, port))
         else:
             raise