Calhoun County is a county in the east central part of the U.S. state of Alabama. As of the 2020 census, the population was 116,441. Its county seat is Anniston. It is named in honor of John C. Calhoun, a US Senator from South Carolina. Calhoun County is included in the Anniston-Oxford Metropolitan Statistical Area.