Blood doping is listed as a prohibited procedure by various sports organizations (e.g. the world anti-doping code), and thus is doping by their fiat. According to wikipedia, the Olympics first banned the practice in 1985, so reading commentary from that time might be illuminating if you're unsure as to why it might be considered cheating.
