45 how to remove sticky labels from bottles How to Remove Sticky Labels from Plastic Bottles Simply spread the peanut butter over the label and leave it for 10 minutes. Wash it off with warm soapy water and see if the label comes off! It is the oil in the peanut butter that will lift the label.