They also do it to avoid in-grown hairs which can cause boils and other bumps. Most typically they shave over waxing. Typically, if the hair isn't part of the wrestler's character then the spectators will even heckle things like "SHAVE YOUR BACK!" or "SHAVE YOUR CHEST!".
Though, as a hairy guy...