It's not that they built IN a crater...they MADE a crater. That landscaping is clearly man made because there's no evidence of rain runoff around the yard there. So instead of building on the same level as the rest of their neighbors...they dug DOWN for aesthetics. In an area that gets regular rain.
Like someone said "more money than sense".