Black Walnuts, native to Northeastern U.S. and Canada, are toxic to horses and dogs, but non-toxic to cats. And if you have a walnut tree in your neighborhood, know that dogs ingesting old walnuts off the ground have the potential to develop tremors and seizures from walnut hulls that are moldy and contain penitrem A.