Carthage is a city located in Leake County, Mississippi. Carthage has a 2026 population of 4,855. It is also the county seat of Leake County. Carthage is currently growing at a rate of 0.23% annually but its population has decreased by -0.74% since the most recent census, which recorded a population of 4,891 in 2020.