Tom Cruise and Penélope Cruz started as a behind-the-scenes fling on the set of Vanilla Sky back in 2000 that turned into an almost 3-year romance. At the time, Cruise publicly acknowledged his new relationship, even though his divorce with Nicole Kidman was not yet finalized.