Fair use is a different thing altogether. Fair use means reproducing copyrighted material for the purposes of commentary and criticism. Fair use would not include reproducing the entire work. But it would allow reproducing parts of it to illustrate what is being critiqued or commented on.

Yes, just mentioning the source does not make it legal.