Leo DiCaprio -- They Think I'm Just a Newsboy (PHOTO)

Leo DiCaprio's goatee went for a stroll in NYC Saturday ... the rest of him was undercover.

Leo picked up so many books at Assouline, a luxury book store that sells fancy coffee table books and other artsy stuff.

There's plenty of traffic, but it looks like Leo safely maneuvered around in his newsboy hat.