I always just assumed it was simply because it was a last-ditch effort.
But I just Googled it, and someone on Reddit pointed out: "Hail Mary full of Grace."
Groan... Actually makes me like the book a little less than I already did. (Edit: Which I know is against the grain here, as evidenced by the downvotes for not liking the book.)