Drug distributor AmerisourceBergen has been one of the most consistent winners in the market during the past few years. Yet, over the course of the past year, Jim Cramer has watched as it transformed into a total house of pain.

"The stock has gone from market darling to dirty dog in almost no time flat," the "Mad Money" host said.