Okay, this is my second time reading the manga and I get why the God or wtv became a rabbit. It's because the last sacrifice was probably a little boy. In my country, there was folklore that in the province, they would sacrifice a kid to make a building or structure much stronger. Surprise surpise Japan has also practiced this, it's called Hitobashira.