If we had medicine as potent as penicillin that could attack or inhibit certain cancer cells, it might be that the cancer simply wouldn't have the time to fight back before it's removed entirely.
Cancer cells are rather more difficult to distinguish from normal cells than bacteria, of course, but it seems reasonable to assume we'd have less problems with cancer cells evolving defences.