As John Hodgeman once put it: Scrabble is not a game of words. Scrabble is a game of words which appear in the Scrabble dictionary.
There are quite a few words which aren’t in there, and it’s not a matter of words being forgotten about. Every omission is deliberate. If you don’t want to use their dictionary, just go to dictionary.com or whatever.