Blue John is some sort of mystic shit drug. SueTyszkiewicz gave BenSiegel a hit of the stuff, which helped him greatly while he was divining in the sewers of Chicago.

Blue John also might be another name for frop. Which was, after all, blue. The effects don't match, though.