"Last Kiss by made popular by J. Frank Wilson in 1964. Lots of covers since then, too, but Wilson's is the one I remember best.
It's only obliquely a "stormy" song because of the line near the end: "When I woke up, the rain was pourin' down; There were people standing all around"
But I bet if you gave it some thought, you could sing the entire song!