According to Wikipedia it was an actual fear that homosexuality is contagious. That belief is probably alive and well amongst idiots.
I always thought it to be more akin to hydrophobia instead of arachnophobia - as in fat reacting to water. Now I think that is to take as fat is neither attacking water nor is it insane.