A scapegoat is someone you hold responsible for something, who probably isn't responsible for it at all. A fall guy.
Now people or societies which make scapegoats out of people, are, in the view of the person speaking, reprehensible. To accuse someone of making a scapegoat of someone, is to accuse them of having the morals of the lynch-mob.