The Red Wings opened a Western Conference road trip with a 2-0 loss in Anaheim.
John Gibson made 23 saves for the shutout.
Detroit was 0-for-3 on the power play and lost for the second straight game.
The Wings are back in action Thursday night in Los Angeles against the Kings.