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
Try C-u C-h i (i.e., the usual info invocation with a prefix argument).
C-u C-h i