Your white blood cell count will likely continue to decrease during the active phase of your chemotherapy treatment. When treatment ends for any given cycle, it can take one to two weeks for white blood cell counts to drop to their lowest point. From there, white blood cell counts should start rising back to normal levels, a process that may take three to four weeks.