Cage had been in negotiations to star in the remake of the 1987 film starring Robert De Niro, but talks have ended due to scheduling issues.
Art Linson, who produced the 1987 film, will again produce.
We learned last week that Gerard Butler has joined the cast as Jimmy Malone, who was originally played by Sean Connery. Cage would have played Al Capone.