Chapel Creek is a stream located in Madison County, Missouri. It appears on the Rhodes Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 672.57 feet (205.00 m) above sea level. The nearest populated place is Tin Mountain, approximately 1.5 miles to the SW.