2. Chemotherapy, while killing cancer cells, also destroys some healthy cells or limits their ability to function. Low blood cell counts can be a huge contributor to fatigue. If your immune cell count is low, you're less able to fight off infections, which could lead to fever and fatigue. Do you know what the impact of chemotherapy is on your body? Read more about it here.