Blue Lake is a lake located in Quitman County, Mississippi. It appears on the Crowder USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 148.88 feet (45.38 m) above sea level. The nearest populated place is Allen, approximately 1.8 miles to the NW.