The machine that creates them was invented by a man named Charles Roser in 1891. He sold the recipe to the F.A. Kennedy Steam Bakery located in Cambridgeport Massachusetts, and they named them “Newtons” after the town Newton, Massachusetts.
I learned about this fact from: “101 Fast Foods” which aired on Thursday July 24 2013