Cleveland is a city in Bolivar County, Mississippi, United States. The population was 11,199 as of the 2020 United States Census. Cleveland has a large commercial economy, with numerous restaurants, stores, and services along U.S. 61. Cleveland is one of the two county seats of Bolivar County. Cleveland is also home to Delta State University and The Grammy Museum Mississippi, the first Grammy Museum outside of Los Angeles.