Someone knows.
Then two people know.
Then a small group knows.
Eventually almost everyone around the situation knows but nobody says it publicly.
At that point, the information is no longer really secret.
It has become socially protected information.
Everyone knows.
Everyone knows that everyone knows.
And everyone continues behaving as if nobody knows.