4 Ways to Remove Wine Labels for Collecting - wikiHow Hold the empty, uncorked bottle over the steam for at least 30 minutes. Wearing oven gloves, pick up the empty, uncorked bottle and hold it directly above the boiling water. Be careful not to allow the label to touch the water. Rotate the bottle every few minutes to expose the front and back of the label to the steam.