It's the dude's bodily fluids, I think. Ingesting them once removes your sense of taste, and then ingesting them again brings the sense back, plus gives you a pretty good sexual high. That's why he spit in his drink in the first chapter.
I'll bet the sense coming back is temporary, so you have to keep going back to him for more.