Pill Bottle Crafts: Reuse Pill Bottles [15 Ideas] - FaveCrafts.com There are several products you can use to remove labels. Often you want to begin by pulling off the label to the best of your ability. Try removing labels by doing any of the following: 1. Soak the label in warm, soapy water. 2. Remove the sticker by scrubbing with any of the following: rubbing alcohol, a degreasing agent like WD40, lacquer ...