Blue Lake is a lake located in Tallahatchie County, Mississippi. It appears on the Philipp USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 135.04 feet (41.16 m) above sea level. The nearest populated place is Swan Lake, approximately 3.0 miles to the WNW.