What does constitutionally incapable mean?

It means that something seated deeply within a person makes them incapable of taking such and such an action. A belief or strongly held principle prohibits action. "Charles I of England was constitutionally incapable [because of his fervent, ingrained belief in the Divine Right of monarchs to rule] of being a constitutional monarch."