What is the difference between a fat and slim chance?

Best summarised in this joke: you've got two chances fat and slim - and slim has just left town.

In other words a slim chance is a remote possibility while fat chance means no chance at all.

Cassell's Dictionary of Slang
Green's Dictionary of Slang: Three-volume set