Using radiotherapy to cure cancer which was caused by exposure to radioactive materials sounds a lot like homeopathy (except in this case it actually works)

While you are right about the dilutions. The specific ingredients used are picked based off of the idea "like cures like". So to cure a headache they would use an ingredient that causes headaches etc. Total quakery