Melville is a town in St. Landry Parish, Louisiana, United States. The population was 1,376 at the 2000 census. It is part of the Opelousas−Eunice Micropolitan Statistical Area. It was founded in 1889 and is known as the Atchafalaya River Catfish Capital of Louisiana.