The two actors were joined by their eldest child, Maddox Jolie-Pitt, as they hastily walked to their chauffeured vehicle.
Angelina sported a signature all-black ensemble, while Pitt opted to wear matching khaki boots, jeans and a jacket for the long flight.
Maddox, who turns 13 later this year, appeared to be in a good mood as he listened to music on his iPod and carried his own bags to the car.
Meanwhile, Universal Pictures debuted a three-minute preview of Jolie's next directorial project, Unbroken.
The first trailer for the film, which tells the story of 1936 Olympian Louis Zamperini, aired during NBC's coverage of the Winter Olympic Games on Sunday night.
The teaser is narrated by Tom Brokaw and gives viewers a glimpse inside Zamperini's treacherous journey from Olympic athlete to prisoner of war and American hero.
Clips show Zamperini speaking about his two years spent in a Japanese internment camp are strewn throughout the action-packed three minutes, as well as shots of Jack O'Connell starring as the lead role.
Unbroken offers up a screenplay by the Coen brothers, as well as William Nicholson and Richard LaGravenese.
The highly anticipated flick marks Jolie's second time in the director's chair, as she first stepped behind the camera for the 2011 war drama In the Land of Blood and Honey.
Unbroken is scheduled to hit theaters on Christmas Day.
(E! and Universal are part of the same NBCUniversal family.)