By Jeff Labrecque
May 09, 2011 at 07:29 PM EDT

One tour with Johnny Depp simply wasn’t enough for Rob Marshall. The Pirates of the Caribbean: On Stranger Tides director has agreed to direct and produce Warner Bros. remake of The Thin Man, which has Depp attached. “John [DeLuca] and I are overjoyed at the idea of working with Johnny again, especially on such a classy and classic project,” Marshall said in a statement. “We are also thrilled to be partnering this time with such wonderful producers as Christi Dembrowski and Kevin McCormick, and we are looking forward to working with Warner Bros. to create a reinvention of a beloved story.”

Jerry Stahl (Bad Boy II) is attached to write the movie, which is based upon the 1934 film starring William Powell and Myrna Loy.

Read more:

Johnny Depp wants to play Nick Charles … but who should play ‘The Thin Man’s’ Nora?

Johnny Depp charts a new course for ‘Pirates of the Caribbean’

‘On Stranger Tides’ Gallery: 17 Red Carpet Pics!