According to journalist Bill Zwecker from the Chicago Sun Times, the celebrity couple will be acting alongside each other for the first time.
It was confirmed yesterday (August 13) that Cruise would play a renowned chef who is forced to cook at a school cafeteria. Holmes will be playing opposite her husband.
A source at Universal Pictures refused to comment.
Cruise has previously worked with the women in his life. When he was married to Nicole Kidman, they co-starred in Days of Thunder, Far and Away and Eyes Wide Shut, and when he was with Penélope Cruz, they starred in Vanilla Sky.