The miasma theory, disproven by a map.
In 1854, most doctors believed cholera spread through "bad air." John Snow didn't. During a lethal outbreak in London's Soho district, he interviewed residents and mapped every death by address, tracing the cluster to a single water pump on Broad Street. He had the pump handle removed; the outbreak was already fading, but his map — dots of death clustered tightly around a well — became one of the founding acts of modern epidemiology, decades before germ theory was widely accepted.