They often pop up after a rain. And fungus specialists at the University of Florida are warning dog owners those mushrooms could be dangerous. The "False Parasol" is usually white or tan with a thick stem. The cap can be round or flat. They're attractive to playful puppies and dogs but they can be deadly if eaten. They're also toxic to horses and other grazing animals, as well as to people.