No - it indicates that whatever it is ought to have been interesting, but wasn't. That must have been interesting means that whatever That is contained a great deal that was interesting.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.
Jane should have arrived in Hokkaido by now.