I do believe you are correct.
Actually its all non believers but the Muslims use it to further hatred for the Jews. If the Muslims wiped the Jews out, they would call us the same thing . The Koran text is here http://www.usc.edu/dept/MSA/quran/005.qmt.html#005.060 , further up it talks how not to take Jews and Christians for friends etc. 005.051