So far so good for the US athletes at the games in Rio. While several athletes like Michael Phelps have cashed in with gold, the IRS is looking to cash in on their success as well. According to an article in Forbes Yes, US athletes have to pay tax, not only on their medals, but also on their bonuses they get for placing first, second or third.