Think of me in the depths of your despair,Making a home down there as mine sure won't be shared,
This metaphor shows how Adele wants to convey that she has kicked him out of her house and that she would rather he would make a home down there. Down there refers to the deep dark sea since we are sticking to the theme of the ocean. Adele hopes that her boyfriend goes there and stays there.