Richard A. Mola. About Elmwood Park, NJ. Welcome to the official web site of the Borough of Elmwood Park, in Bergen County, New Jersey. Prior to 1916, the area which is now Elmwood Park was known as Dundee Lake, a section of Saddle River Township.