Calhoun County is a county in the U.S. state of Alabama. As of the 2010 census, the population was 118,572. Its county seat is Anniston. Its name is in honor of John C. Calhoun, famous member of the United States Senate from South Carolina. Calhoun County is included in the Anniston-Oxford Metropolitan Statistical Area.