How to Remove Bottle Labels, Intact, in 15 Minutes Place the bottle in the middle of the center rack of the oven, label side up Bake the bottle for 5 minutes. No more. Some labels will start to melt if you leave them in longer. Put the oven mitt on your non-dominant hand Carefully remove the bottle from the oven, holding it by the neck Rest the bottom of the bottle on your work surface