Rice Pad Lake is a lake located in Cass County, Minnesota. It appears on the Edna Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,300.62 feet (396.43 m) above sea level. The nearest populated place is Mae, approximately 3.1 miles to the SW.