Cleveland is a city located in Bolivar County, Mississippi. Cleveland has a 2026 population of 10,183. Cleveland is currently declining at a rate of -1.66% annually and its population has decreased by -8.64% since the most recent census, which recorded a population of 11,146 in 2020.