To remove denture adhesive from your gums, rinse your mouth with mildly hot water or you can use mouthwash. These actions will help to dissolve the adhesive in your mouth. Thereafter, you should brush your gums in a circular motion, while using a soft-bristled toothbrush and toothpaste.