Leatherleaf Bog is a swamp located in McHenry County, Illinois. It appears on the Wauconda USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 751.31 feet (229.00 m) above sea level. The nearest populated place is Emerald Park, approximately 0.8 miles to the WSW.