How To Remove Labels Peel off the label. Use a sponge to scrub any residue left on the surface. Dry off your object and enjoy. Option 2 - Blow Dry the Adhesive Run the hair dryer on warm over the label in 1-minute intervals to allow the heat to loosen the adhesive. Continue moving the hair dryer over the label until it peels off completely.