Neuropathic pain, also called nerve pain, is one of the many classes of chronic pain. Nerve pain is complex and can be caused by nerve damage, irritation, or destruction. Most people describe their chronic nerve pain with a similar set of words. Regardless of the cause, nerve pain can feel like any of the following: Burning.