Calvin Creek is a stream located in Madison County, North Carolina. It appears on the White Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,860.89 feet (872.00 m) above sea level. The nearest populated place is Spillcorn, approximately 0.3 miles to the W.