7 Ways to Remove Labels from Wine Bottles (Wet and Dry Methods) Dry the bottle using a towel and slowly peel off the label using the edge of a utility knife or razor blade Work slowly to avoid scratching or rubbing the damp paper as it can easily get damaged. Allow the label to dry overnight. If it curls up, you can flat press between pages of a heavy book only when completely dry.