Pattenburg is an unincorporated community located within Union Township in Hunterdon County, in the U.S. state of New Jersey. The Norfolk Southern Railway's Lehigh Line, runs through Pattenburg and Lehigh Line's south entrance to the Pattenburg Tunnel is located in Pattenburg.