Why do people call Steroid use by athletes "cheating"?

I'm not talking about the Law or the Legality of Steroids. What I want to investigate is why people think that using steroids is any different than any of the developments and advancements in sports equipment, training, nutrition, and physcology. I'd also like to focus on Baseball, Track and Field, and other American Sports.