Check out the history of the two forms...
I can't even begin to speculate on why mainstream Anglophones switched their preference so decisively from corner to cranny in the first half of the last century. Well, maybe I can - perhaps we all just liked the "quaintness" of these unusual (almost "dialectal" nouns). But I think this chart is also relevant...
What that second chart shows is that over 70% of all instances of the relatively uncommon word cranny now occur in the "fixed phrase" [every] nook and cranny. It's the same story with nook, which is also relatively uncommon today outside this fixed form.
Note that the actual shift in preference will be even more extreme than that implied by the charts, since many of the more recent hits for the "original, obsolete" form will be direct quotes from (or misdated reprints of) much earlier instances.
Since becoming a regular here on ELL, I've become aware that "Indian English" often retains usages from Victorian times long after they're discarded by Brits and Americans - but the reason for that is a matter of culture / history, not linguistics / grammar.
Is it "acceptable"? The IE form will certainly be easily understood, but I think almost all mainstream Anglophones would think it was at the very least "odd". And if they knew the speaker wasn't a native Anglophone, they might be tempted to (helpfully) point out the "correct" version. Despite what my first chart might suggest, nowhere near 30% of native speakers today (probably not even 3%) would ever have encountered every nook and corner.