Cat Lake is a lake located in Sunflower County, Mississippi. It appears on the Colony Town USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 100.85 feet (30.74 m) above sea level. The nearest populated place is Old Dominion, approximately 4.0 miles to the E.