Catfish Lake is a swamp located in Madison County, Louisiana. It appears on the Mound USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 82.02 feet (25.00 m) above sea level. The nearest populated place is King, approximately 2.8 miles to the SSW.