C-x C-f blah.info opens the file in fundametal mode. I used apropos and found Info-mode which I thought might change from fundamental mode
C-x C-f blah.info
apropos
Info-mode
(add-to-list 'auto-mode-alist '("\\.info\\'" . Info-on-current-buffer))