Kates Lake is a lake located in Warren County, Indiana. It appears on the Attica USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 608.29 feet (185.41 m) above sea level. The nearest populated place is Independence, approximately 1.7 miles to the ESE.