Cleary Lake is a reservoir located in Rankin County, Mississippi. It appears on the Florence USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 368.69 feet (112.38 m) above sea level. The nearest populated place is Cleary, approximately 0.4 miles to the WSW.