Dustin Tokarski poke-checked Darren Helm, who was in alone after deking Jeff Petry.
Andrei Markov hit the post behind Petr Mrazek.
The Detroit goaltender was also sharp on Tomas Fleischmann and Daniel Carr.
The Canadiens killed two penalties and had one brutal power play.
Detroit outshot the Canadiens 10-7.