Ander Herrera was sent off for two bookable offences in the first half, with both yellows coming within the space of 15 minutes for challenges on Eden Hazard.
Kante opened the scoring with his second goal of the season, striking a low effort beyond David de Gea, who had kept Chelsea at bay with a string of impressive saves.
