Ice Cave Creek is a stream located in Herkimer County, New York. It appears on the Bisby Lakes USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,837.27 feet (560.00 m) above sea level. The nearest populated place is Atwell, approximately 3.0 miles to the SW.