City of Cleveland is a civil located in Bolivar County, Mississippi. It appears on the Cleveland USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 141.08 feet (43.00 m) above sea level. The nearest populated place is Cleveland, approximately 0.2 miles to the E.