Blue Lake is a lake located in Madison County, Louisiana. It appears on the Bedford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 65.62 feet (20.00 m) above sea level. The nearest populated place is Hurricane, approximately 6.0 miles to the W.