Is it normal to get bumps in the corner of your mouth?

Have it evaluated. Bumps under the skin could be as a result of different reasons of which could include an ingrown hair, acne, infection, abscess, or an allergic reaction to various things like detergents or soaps or to medications. Have it evaluated by your physician to get the appropriate treatment.