Temporary body art can be removed by simply applying tape to your temporary tattoo and peeling the tape away from your skin. Use rubbing alcohol to get rid of any residue left by your fake tattoo. You can also apply baby oil (not motor oil!) to your temporary body art, leave it on for a few minutes, and then scrape off the tattoo.