Rice Creek is a stream located in Unicoi County, Tennessee. It appears on the Flag Pond USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,299.06 feet (700.75 m) above sea level. The nearest populated place is Flag Pond, approximately 0.1 miles to the NE.