Is there an 'LSD' for rage?

I watched Batman Begins and was curious if the chemical Scarecrow puts in the water supply actually exists. It just seems odd that we discovered something like LSD that nobody would have predicted, but we haven’t discoered a non-neurotoxic rage chemical, which must be great for focus.