A Complete Guide On How To Remove Wine Bottle Labels Intact If there are remaining labels attached to the bottle, you may remove it with your fingernail or steel wool. 4. Clean the bottle and wipe it with a towel. Once the bottle becomes completely dry, you may add a new label if you wish to. 2. Ammonia Method This is similar to the previous method, but ammonia is used instead of baking soda.