Blountville, Tennessee - Wikipedia Blountville is a census-designated place (CDP) in and the county seat [5] of Sullivan County, Tennessee The population was 3,074 at the 2010 census [6] and 3,120 at the 2020 census It is the only Tennessee county seat not to be an incorporated city or town