I think the novel was "Whip" which, I believe, had a "secret" airfield:
https://www.rambles.net/caidin_whip76.html
There actually was a secret airfield:
https://en.wikipedia.org/wiki/Tsili_Tsili_Airfield
but no mention about it being attacked by Japanese infantry. :-(