You can absolutely make Mozzarella Cheese Stuffed Hamburgers in the oven. To do so, follow all the steps up through putting the burger patties in the freezer. Then, pre-heat the oven to 350° F. Bake them in the oven for 20 minutes until the burgers reach an internal temperature of 160° F.