Because there are lots of chemical plants and power plants there.
My aunt and uncle lived in Neptune City when I was little. In order to visit them, my dad had to drive through Elizabeth (the armpit of the nation) and it's pork rendering plants. I can remember holding my nose for that part of the trip and joking about "The Garden State"...