The 36-year-old actor wore a Beastie Boys shirt to the star studded music fest.
Leo also was spotted making a phone call as he checked out the first day of performances during Coachella.
Leo and his Titanic co-star, Kate Winslet, were recently voted the most romantic on-screen couple of all time in a popular vote from ABC News and People magazine.