Why do you need to catch him? Anyway, you can use a glass or jar with slippery sides and lean it up against the rock. Put a tasty treat in there like a chunk of shrimp. The theory is that he wont be able to climb back out. I hear this works. Otherwise, they have traps you can buy.
Lisa