Picking skin from the lips is a common habit, often triggered by dryness, stress, or anxiety, but it can become a compulsive behaviour like Dermatillomania, which falls under the category of obsessive-compulsive disorders. Dermatillomania can cause injuries, infections and scarring. People with the habit of picking skin from lips may get painful sores and redness on their lips.