Lottery winnings are taxed, with the IRS taking taxes up to 37%. Yet the tax withholding rate on lottery winnings is only 24%. Given that big spread, some lottery winners do not plan ahead, and can have trouble paying their taxes when they file their tax returns the year after they win.