Franklin Township is a township in Warren County, in the U.S. state of New Jersey. As of the 2020 United States census, the township's population was 2,968, a decrease of 208 from the 2010 census count of 3,176, which in turn reflected an increase of 408 from the 2,768 counted in the 2000 census.