Start Saving, Michael Phelps. The IRS Is Taxing Your Olympic Medals. Posted by August 15, 2016 Leave a comment on Start Saving, Michael Phelps. The IRS Is Taxing Your Olympic Medals. Seems like Uncle Sam has Olympic gold fever in more ways than one.