How to Clean The Stuff Left By A Peeled Off Label Apply the chosen product to the adhesive and work it in with a soft cloth or soft brush. Use a clean towel or cloth to remove any loosened label residue as it comes off. Once the label glue is removed, you will need to remove any residue from the cleaning product. If an oil-based product was used on cloth or clothing, treat the area with a ...