That's the conventional wisdom, undercut by the fact that people have guessed (and bet their fortunes) that previous bubbles were bubbles well before they popped.
Its more accurate to say that bubbles rely on most people being blind to the bubble's nature.
And how many people have guessed wrong? There will always be people betting on bubbles, some ought to be right.