How To Remove Sticky Label From Plastic? - Nationwide Plastics After the labels have been submerged in water for the appropriate amount of time, you should be able to peel them off effortlessly. To remove any adhesive residue, use a moist sponge to rub it off. Using this technique, you may quickly and easily remove labels off containers made of glass, such as bottles and jars.