Cannot beat Dragons (The Formless, Fangscorcher) once they sit on the ledge

During the dragon fight, once the dragon (e.g. The Formless, Fangscorcher) sit on the ledge they become invincible and they do not fly down.  Once the dragon sit on  the ledge they keep on firing at...