How to Remove Sticky Labels from Plastic Bottles Degreasers such as WD40 can be used. Soak a large cosmetic pad in it and rest it over the label, leaving it for a while to soak in. Test it first though, some plastics will deteriorate with WD40. Apply some pressure and rub away at the label residue. Acetone can also be tried using the same technique.