Run a humidifier. Humidifiers are available cheaply, and they're easy to manage. Run one while you sleep and turn it off while you're gone during the day.
Use a nasal saline spray. Saline spray is made with salt, and its primary purpose is simply to wet your nasal passages. Use it a few times a day.