Rochelle Park is a township in Bergen County, in the U.S. state of New Jersey. As of the 2020 United States census, the township's population was 5,814, an increase of 284 from the 2010 census count of 5,530, which in turn reflected an increase of two people from the 5,528 counted in the 2000 census.