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 the following to your .emacs initialization file:
(setq auto-mode-alist (append '(("\\.info" . Info-mode)) auto-mode-alist))