I believe that Fleming's discovery that led to penicillin was partially an accident.
The story is that before Fleming's work other researchers saw mold killing bacteria but just thought "Dang! That mold is killing the bacteria I'm trying to grow. Have to start over and be more careful."
LOL Fleming was a sloppy scientist who didn't clean his petri dishes :)
That's what got us penicilin!