The term refers to someone who is completely crazy. A similar expression is “mad as a March hare”. The origins of the phrase derive from the “hatter” which refers to Lewis Carroll’s Mad Hatter character in Alice in Wonderland, and the expression goes back to the effects of the chronic mercury poisoning commonly experienced by 18th and 19th century hat manufacturers owing to the use of chemical mercurous nitrate in felt hats.