"Dust and mold are the most common indoor allergens that can cause headaches," Mays explains. If you are allergic to either, an allergy-free house might be your ticket to a headache-free life. Reduce humidity using a home dehumidifier, for example, to avoid dust and mold. Follow the instructions on any prescribed medications for reducing pressure inside the head.