The depression was a time of deflation. There have been many of these during the history of the United States. That's what makes the numbers look fairly whacky. Unending inflation is a relatively recent thing.
I would see the depression as being possibly a wash while the war would be extremely inflationary given the enormous commitment of resources to it.