To be inexplicably attracted to someone or something. It has its origins in the straight male world's inability to understand, but willingness to accept the existence of, the attraction between two gay men.
As a lifelong liberal and committed feminist I'm utterly chagrined to admit that lately I've been kinda madfag for Rush Limbaugh.