Deer Park is an unincorporated community and census-designated place in Washington County, Alabama, United States. Although a ghost town by 1966 it had a population of 188 at the 2010 census. Deer Park is 17.5 miles south-southwest of Chatom. Deer Park has a post office with ZIP code 36529.