Even if you do see a small benefit for, say, breast cancer,...

Even if you do see a small benefit for, say, breast cancer, you couldn't be sure it was due to fat and not due to the fact that the women also increased their fruit and vegetable intake and there was also a small weight loss. I think it's clear this study was a mistake.