According to the Hollywood Reporter, Caviezel, 38, is currently in discussions to star in the film from French director Pitof.
Only in New York follows the story of a male prostitute who is trying to start a new life and find redemption, although that will be a road of struggle.
Filming is set to begin in June in Toronto.