A: According to MedicineNet, a low granulocyte count can be caused by bacterial or viral infections, certain cancers, chemotherapy drugs, radiation treatment or certain autoimmune disorders. A low granulocyte count can also occur in healthy people without any known cause. Granulocytes are immune cells that are filled with toxic granules.