Mooreville, sometimes misspelled as Mooresville, is an unincorporated community and census-designated place in Lee County, Mississippi, United States. As of the 2010 census the population was 650.Mooreville is part of the Tupelo Micropolitan Statistical Area. It has a post office and a ZIP code.