Huntsville is a city located in Madison County, Arkansas. Huntsville has a 2026 population of 3,426. It is also the county seat of Madison County. Huntsville is currently growing at a rate of 1.75% annually and its population has increased by 18.51% since the most recent census, which recorded a population of 2,891 in 2020.