There are more complex things at play here. Some foods actually contain compounds that reduce or prevent tumor growth. Cabbage for example has highest levels of two anti-cancer glucosinolates and protects against breast cancer and bread crust; has highest levels of Interlukin-B which protects against colon cancer.

As a real world example; Polish women have the lowest incidence of breast cancer and the highest consumption of cabbage.