My father was recently diagnosed with prostate cancer and the first treatment was eradicating all testosterone from his body as the affected cells were "feeding" from it. It's not a cure as they tend to find other ways to grow with time but testosterone does make it faster.

Of course there are many types of cancer so this may not be true for all prostate cancers.