Blue Lake is a lake located in Tallahatchie County, Mississippi. It appears on the Rome USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 131.23 feet (40.00 m) above sea level. The nearest populated place is Blue Lake, approximately 1.3 miles to the S.