Too many leaves can suffocate the soil and turn it anaerobic. This is where soil microbes break down the fall leaves without oxygen and can cause the mulch to smell. Thick mulch layers on garden beds can attract mold so only leave them on if they are thin and allow rain to get through to the soil.