Castle Lake is a swamp located in Grant County, Washington. It appears on the Coulee City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,309.06 feet (399.00 m) above sea level. The nearest populated place is Coulee City, approximately 1.1 miles to the NE.