Cat Lake is a lake located in Yazoo County, Mississippi. It appears on the Berryville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 171.26 feet (52.20 m) above sea level. The nearest populated place is Scotland, approximately 1.9 miles to the NNW.