With tumors the mass matters. Each remaining cancer cell gives it another chance to stumble on a mutation that can allow it to escape your treatment.

BTW, that's also why so many tumor drugs work well in mice.

I guess a die-off of so many cancer cells as is in tumor, would cause a lot of stress to the body. So they cut as much as they can and only leave small groups of cells to be targeted with other methods.