Removing acrylic paint from any part of your skin can be a nasty piece of work. Acrylic is impossible to wash when dried and when you are trying to wash off acrylic paint from your skin, you have to peel it off, which can be a painful experience in itself. Other than that, the hair also peels along with healthy skin cells.