Wisdom tooth pain can be caused by inflammation and as the condition worsens and the inflammation spreads into the tissues and tissue spaces surrounding the wisdom tooth, a swollen face can occur. Among the more common oral diseases, pericoronitis and periapical inflammation of the wisdom tooth can easily lead to a swollen face, adjacent or close to the painful tooth.