Pelham, North Carolina. Pelham is an unincorporated community in northwest Caswell County, North Carolina at the North Carolina/Virginia border. It is often considered a suburb of nearby Danville, Virginia. Pelham is located along Pelham Loop Road near the eastern terminus of NC 700 at US 29 (future Interstate 785).