How to Remove Labels from Wine Bottles the Easy Way Let sit for a minute or two. The hot water will loosen the label's adhesive. Starting with an edge, slowly peel off the label at a 45-degree angle. If the label starts to rip, start over at a different corner. Depending on the type of adhesive, the label may peel off completely clean.