Yes, it's a joke in bad taste. Some people have a twisted sense of humour. AIDS has never been a taboo disease in the UK.
This is quite a mild joke compared to some of the tasteless pranks I've seen on Japanese TV.
Without hearing more of the context, I agree that "I think it is quite catchy" would be better.