The Oscar-winning actor will play the title role in the film, which he also wrote, reports Deadline Hollywood.
Julia Roberts will reportedly co-star with Hanks.
Larry Crowne centres on Hanks's character, a man in search of a new career who wants to reinvent himself.
The film marks the star's first directing effort since 1996's That Thing You Do.
Production begins in April in Los Angeles.