Cache Lake is a lake located in Lake County, Minnesota. It appears on the Lake Insula USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,513.22 feet (461.23 m) above sea level. The nearest populated place is Prairie Portage, approximately 10.0 miles to the NW.