My action is caused, but not by a reason. (I will take this mean: by a reason, in the right way.)
My action is caused and by a reason.
But no one is responsible for an uncaused event. And an action that is caused but not by something rather than a reason is not a rational action. Hence in all cases where I act both rationally and with responsibility, I act on a reason.