Did Fatty Arbuckle Rape and therefore murder Virginia at a party in his hotel? While he was the darling of the silent screen it is evident that many, at the time and now, believed the comedian could not have done such a heinous crime, On another note, there were many who believed the rich and priveleged Arbuckle got away with Murder.