Why is this happening to my shoes?

Two different pairs of my shoes have some kind of fungus growing on them, they have been stored for nearly a year in my closet. Do I need a dehumidifier in my room to prevent this? How dangerous is it for my health? Any advice how to avoid this happening to any other shoe?

Thanks