What is testosterone acetate steroid? Testosterone acetate is a synthetic steroid hormone that is derived from testosterone, which is the primary male sex hormone. It is an androgenic anabolic steroid that is used primarily for performance enhancement in sports and bodybuilding. Testosterone acetate is an esterified form of testosterone, which means it has been chemically modified to enhance its absorption …