Carthage is a city in Leake County, Mississippi, United States. The population was 4,637 at the 2000 census. It is the county seat of Leake County. Earl Williamson, a local politician in Shreveport who was a confidant of Louisiana Governors Huey Pierce Long, Jr. , and Earl Kemp Long, was born in Carthage in 1903.