Is there a spam filter connected? Like Akismet. I have not used quick chat long enough to experiance spam, but I had spam problems in other plugins open for input. When the spambots discovers a place to leave spam, they fill up fast.
A solution could be to use the plugin SI Captcha Anti-spam or another capcha plugin which is used for comments.