The department may permit, subject to such conditions and regulations as it may impose, any religious or missionary corporation or society to erect a building on the grounds of any state hospital for the holding of religious services. Each such building when erected shall become the property of the state and shall be used exclusively for the benefit of the patients and employees of the state hospital.