In fact, we prefer that you *not* take the quiz offline for a small change like this. Make the change, save, and then go back to your mailbox and mark the correction note "corrected". It will be checked by an editor, but it does not clutter up the queue. This also works for small rewording of questions and answers - changing "What was their first hit single?" to "What was their first hit single in the US?" for example.
If you end up having to change the whole question, then it is best to resubmit the quiz.