This took me way too long to figure out so I'm asking the question and answering it.
.emacs/init.el I was trying many things:
(define-key evil-insert-state-map (kbd "\t") '[???]))
What's the value I put in there? All I want to do is to have the tab key get me from insert mode to normal mode!