Sometimes. Usually, leukopenia is not a normal condition, and it doesn’t typically get better on its own unless it’s a medication side effect. When you stop taking the medication, your white blood cells should begin to reach normal levels within a few weeks. If you are diagnosed with leukopenia, it’s important that your healthcare providers look for the underlying cause and start a treatment plan.