It was named for Confederate Col. John Pelham, known as "the Gallant Pelham" for his extraordinary bravery, whose parents, Dr. Atkinson and Martha Mumford McGehee Pelham, resided in neighboring Person County before moving to Alabama.
The name of this place honors a brave Confederate Colonel who was known as "the Gallant Pelham." His parents lived in a neighboring county before moving to Alabama.