Panther Lake is a lake located in Madison County, Louisiana. It appears on the Panther Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 72.67 feet (22.15 m) above sea level. The nearest populated place is Monticello, approximately 5.7 miles to the NNW.