Rock Spring Island is a island located in Collier County, Florida. It appears on the Catherine Island USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 14.60 feet (4.45 m) above sea level. The nearest populated place is Sunniland, approximately 3.7 miles to the NE.