The city of Carthage is the county seat of Leake County, Mississippi, United States. The population was 5,075 at the 2010 census. Carthage is home to the Carthage Historic District including the Leake County Courthouse, a Mississippi Landmark. The largest chicken processing plant in the world is located in Carthage.