To elaborate on PlyushPiyush Grover's comment, large swaths of theoretical physics can be considered "non-rigorous yet inspiring." The adjective "quirky" might not be so apposite, though. But perhaps somewhat in the spirit of the question is Richard Feynman's semi-popular book QED: The Strange Theory of Light and Matter. There are still some open questions about the mathematical consistency of QED.