Is it reasonable to quit a job if...?

You don't tell us what your relationship with your co-workers was like prior to this incident but if you really don't think it was a joke and harmless (albeit stupid) fun then you may want to consider looking for another job. BUT, don't quit until you find a new one because recent studies have shown that people with jobs get hired faster than those without jobs.