Maybe unpopular opinion, but they should still. Why should it be tax exempt? At the end of the day, it's not enough money to worry about so it doesn't really matter. They aren't doing charity or anything though, just work that happens to be a sport and at a very high level. If we tax the rich just a tiny bit more it brings in far more tax money though, so I'd focus on that instead.