As Per Qatar Visa rules, any type visa’s automatically will be cancelled if exceeded six months, (if your outside the country), but your husband may go to Airport Immigration office & request for a visa Exemption/renewal without presenting/ bringing your baby to Qatar.
Go & check with Immigration…..