Sumpter is a city in Baker County, Oregon, United States. The population was 204 at the 2010 census. Sumpter is named after Fort Sumter by its founders. The name was inspired by a rock as smooth and round as a cannonball, which reminded a local resident of the American Civil War and Fort Sumter.