Rice Lake Creek is a stream located in Iron County, Wisconsin. It appears on the Pike Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,569.39 feet (478.35 m) above sea level. The nearest populated place is Springstead, approximately 3.1 miles to the NNW.