If you get acrylic paint on your skin, you can wipe it off with a mixture of baby oil and rubbing alcohol. The first thing you’ll need to do is wash the affected area with soap and warm water. This will help loosen the paint. Next, dry the stained area. After, apply baby oil on the paint and rub it into the skin.