Kelley Creek is a stream located in Menominee County, Michigan. It appears on the Chappee Rapids USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 629.61 feet (191.91 m) above sea level. The nearest populated place is Birch Creek, approximately 2.3 miles to the E.