7 Ways to Remove Labels from Wine Bottles (Wet and Dry Methods) Put the wine bottle on a baking dish to prevent it from rolling around in the oven. Warm the empty wine bottle in the oven for 10 minutes to allow the adhesive on the label’s back to melt. Wear gloves, take the bottle from the oven to a coolin rack, and assess if the label is ready for removal.