The actor was photographed locking lips with model Nina Agdal as they lounged in the sand during a romantic beach day in Malibu California on Thursday. They were staying at a friend’s beach house, a source tells PEOPLE.
“It was just the two of them at the beach,” the source says. “They enjoyed the beach adn had fun swimming. They also took a kayak out in the ocean.”
The two were also seen getting cozy in the ocean as Agdal, 24, wrapped her arms around DiCaprio in the water. And the actor didn’t seem to mind the attention, pulling the model closer and even exchanging a few sweet kisses among the waves.
Agdal showed off her enviable figure in a black and white Amuse Society bikini, while the actor donned a pair of blue swim trunks.
DiCaprio, 41, and the supermodel have been spending a lot of time together recently, and a source previously told PEOPLE that the two are having a “fling.”
Reps for DiCaprio and Agdal have not commented on the relationship.
The good-looking duo recently vacationed together with friends on the private Bahamian island Over Yonder Cay, according to another source. They were also spotted together on a weekend getaway in Montauk, New York, last month and partying at a NYC nightclub in May.