The story
The term is attested since at least the 1790s, and a Mad Hatter character appears in Lewis Carroll's Alice's Adventures in Wonderland. See mad as a hatter.
Etymology from Wiktionary, CC BY-SA 4.0.
mad hatter
Today it means: A lunatic; a highly eccentric person. Full definition →