Rice Lake Creek is a stream located in Marathon County, Wisconsin. It appears on the Mission Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,231.69 feet (375.42 m) above sea level. The nearest populated place is Pike Lake, approximately 0.3 miles to the NW.