LeRoy Creek is a stream located in Florence County, Wisconsin. It appears on the Naults USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,354.41 feet (412.82 m) above sea level. The nearest populated place is Pentoga, approximately 0.6 miles to the N.