Azothoth is sleeping and dreaming continuously forever. Every universe, mulitverse, and all families of parallel and perpendicular realities are physical manifestations of his dreams. If he ever wakes up, all of fucking existence will be annihilated in an instant. Virtually all of the other gods, including his grandson Yog-Sothoth, are working overtime to ensure Azathoth never wakes up.
There is no "winning" against him. You want him to stay asleep to prevent the past, present, and future of literally every existence from unraveling.