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."
Another thing that is interesting is the noting that Cancer cells can be "immortal" in the lab, because they grow so fast. There are cells called He-La, that were grown from a woman's cancer for years after she died.