How to Easily Remove Wine Labels - BottleYourBrand Let the bottle stand in water up to the top of the existing label for a few minutes. Step Three: Test the label to see if it's ready to be removed by carefully sliding a razor under the label edge to start. If it comes up easily, you will be able to gently pull the label off in a large section.