Actor Leonardo DiCaprio reportedly wants to buy surfer paintings.

The "Wolf of Wall Street" star has reportedly taken a keen interest in artist Raymond Pettibon's exhibition at the Venus Over Manhattan gallery here and is so keen on the artwork that he and his girlfriend Toni Garn visited the showcase every day for the last 10 days, reports femalefirst.co.uk.

"He's been there in the middle of the day, strolling around looking at the art. He'll point something out and Toni's just like, 'Uh-huh, that's nice.'?" New York Post newspaper quoted a source as saying.

It was earlier revealed that DiCaprio splashed out on a luxury two-bedroom fourth-floor property here.