As CdnandTrini has said, it's very rare for someone to be denied due to a sponsor's income AFTER the sponsor has already been approved UNLESS the sponsor all of a sudden declared bankruptcy, or owed a bunch of tax or something weird like that.
However, I have heard of one case where a couple was...