Locust Lake is a lake located in Quitman County, Mississippi. It appears on the Lula USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 160.30 feet (48.86 m) above sea level. The nearest populated place is Birdie, approximately 1.2 miles to the SSW.