Most weird organisms have been noticed long before their genetic weirdness was known. Darwin mentioned in "The Voyage of the Beagle" that a salt lake in South America was reddish due to microbes, but only in the late 20th century did people recognize that these were very unusual microbes -- members of the Archaea.