Is it absolutely proven that the causality isn’t the other way around, and that smoking doesn’t cause mental illness? Because that would be my assumption with a

Is it absolutely proven that the causality isn’t the other way around, and that smoking doesn’t cause mental illness? Because that would be my assumption with a standout stat like that.