Mold is likely. Install an electrostatic air filter / cleaner and wash the element in the dishwasher monthly with a tablespoon of household bleach.
That will kill the mold. Also clean everything out and mop with a fungicide solution purchased at home depot or other commercial store or hire someone to professionally clean it. You could also have a pest or animal problem or birds.