Brad Pitt may be used to being No. 1 on the call sheet, but at the beginning of his rise to stardom, he stared down No. 2 when he passed gas so bad on set that the 60-person crew fled the scene.

Rowan Atkinson—known to the world as Mr. Bean—is also a massive petrolhead with one of the most diverse and refined private ...