Neurontin (gabapentin), generally prescribed for the treatment of nerve pain, is sometimes used to relieve severe pain caused by knee osteoarthritis (OA) Osteoarthritis, also known. as wear-and-tear arthritis, can often become so severe that joint replacement surgery is needed. Using gabapentin with other arthritis treatments may help delay such procedures.