fair-weather fan

noun1

1. •
   A fan who only pays attention to their favorite team when they are performing well.

   • But, hey, don't get me wrong. I'm not one of those big-mouth, fair-weather fans who sings "Hail to the Redskins" when they're winning and "To Hell With the Redskins" when they're not. — 2001