The story
Possibly from the Vietnam War. From the notion that, given its critical function, if the nut were to fail, the only thing left to do would be to "pray to Jesus".
Etymology from Wiktionary, CC BY-SA 4.0.
Jesus nut
Today it means: The nut that holds the main rotor to the mast of some helicopters. Full definition →