Danny Devito will direct his own adapted screenplay, which will star Pierce Brosnan and Morgan Freeman.
The pint-sized movie star's new project is a period action adventure, titled The True Confessions of Charlotte Doyle.
Set in 1832, the movie will follow the high sea adventures of a teenager, played by Atonement star Saoirse Ronan.