How To Remove Wine Bottle Labels - KnowWines Place the wine bottle on a cookie sheet (or in a baking dish so it is not rolling around in a dry oven) at 350 degrees F for 5 minutes. Remove the bottle from the oven and check the readiness of the label for removal by testing the back label. Slip a razor or knife under the label and start to peel slowly from one corner.