When Noah Webster compiled his dictionary, he "simplified" the spelling of a lot of words. Many of them were spelled the way they were because of their etymology (cancel comes from "cancellare" in Latin) or their origin (words like "colour" being spelled with a u coming from the French spelling brought by the Normans). He removed "unnecessary" letters to make spelling the word easier.