If you cannot stop sneezing due to a dust allergy, the first thing you need to do is get rid of or avoid whatever is causing it. You can also change your furnace, avoid keeping pets indoors, wash all the linens, and vacuum and keep your indoors dust-free to avoid sneezing from dust allergy.