Apply olive oil to your hair, where the tape residue is stuck. Coat your hair with the oil to loosen the sticky adhesive. Warm the oil on your hair, by heating it with your hairdryer. Hold the hairdryer 12 inches away from your hair for 30 seconds to heat the oil.