A Complete Guide On How To Remove Wine Bottle Labels Intact Soak the label part of the wine bottle in the solution for 30 minutes. Pro Tip: Make sure to add a stopper to your wine bottle so the contents won't spill. 3. Get the wine bottle and wipe it with a rag. If there are remaining labels attached to the bottle, you may remove it with your fingernail or steel wool. 4.