Giant Cake is a final challenge boss in Birthday Realm, not the Cake Realm.
Giant Cake specially baked for Bob's Special Day, but cake didn't like it and gone wild against it consumer, I wonder if it is somehow related to secret ingredient. Who wondered that it will have whole Portal inside it.
After defeating the boss, player receives a 
Golden Cherry as a reward, and access to the Cake Realm after defeating him.