Reaction of disbelief. Totally implausible. Offended and disgusted at someone’s words or actions. ‘Joke’ implies that what  someone said or did could only be true if  they were trying to make a joke because no sane and normal person would have said or done such.

“When my dad saw my new haircut, he asked if it was a joke?”