It is taxed at your regular tax rate.
For example, if you are in the 25% tax bracket, it is taxed at 25% (plus State tax, plus the 'extra' income could affect other things on your tax return).
It is not subject to Federal tax withholding, but it is still subject to Federal income tax.
