1 Anti-inflammatory drugs or other medications can help relieve the pain of a pinched nerve. 2  Physical therapy. 3  In some cases, a physical therapist may help you perform heat or ice therapy, electrical stimulation, cervical traction, massage, and exercises to relieve some of your symptoms.