In certain fields, such as oncology, the control group receives the "standard of care," that is, the standard drug of choice. Even for terminal stage cancer, I believe such trials are ethical because there is no guarantee that the new drug is going to be more effective or even not kill you.

The control group doesn't need to be treatment-free.