The divorce rumours however are at odds with a picture Madden posted to photo sharing site Instagram less than two weeks ago.
On Mother's Day, the singer shared a cute, smiling snap of him and Richie with one of their children, captioned: "Best wife, mother and friend a father and his kids could ask for."
The couple have been married for almost five years and have two children.