The Mute button on the remote is surprisingly useful for this (but not if they overlay the regular programming, obviously). The sound is a big part of why we hate the ads.
You'd be amazed how un-annoying it is to watch commercials with the sound off. Sometimes you watch and wonder what it's actually an ad FOR.