Animals are sometimes declared 'extinct' (no one is aware of any living examples) while they still exist (sometimes for decades).

Until 1967, noone was aware of the existence of gamma-ray bursts, the result of the biggest explosions in the universe. The bursts were only visible to specialized satellites.

Right now, people are suffering from diseases caused by unknown viruses.