Yes they contain these extreme toxins, but so do many plants and animals. The question is not how nasty the poisen is, the trick is how easy it would be to accidentally get enough in one to be dangerous. They need to be handled with care such as gloves and eye protection, as one would need to do the same with anemones, lionfish, fire coral, and the following household list just as a point:
Cardiovascular Toxins
Avocado (leaves, seeds, stem, skin)*
Azalea (entire rhododendron family)
Autumn crocus (Colchicum autumnale)*
Bleeding heart*
Castor bean*
Foxglove (Digitalis)*
Kalanchoe*
Lily-of-the-valley*
Milkweed*
Mistletoe berries*
Mountain laurel
Oleander *
Rosary Pea*
Yew*
Gastrointestinal Toxins
Amaryllis bulb*
Azalea (entire rhododendron family)
Autumn crocus (Colchicum autumnale)*
Bird of Paradise
Bittersweet
Boxwood
Buckeye
Buttercup (Ranunculus)
Caffeine
Castor bean*
Chocolate *
Chrysanthemum (a natural source of pyrethrins)
Clematis
Crocus bulb
Croton (Codiaeum sp.)
Cyclamen bulb
Dumb cane (Dieffenbachia)*
English ivy (All Hedera species of ivy)
Garlic*
Hyacinth bulbs
Holly berries
Iris corms
Lily (bulbs of most species)
Marijuana or hemp (Cannabis)*
Narcissus, daffodil (Narcissus)
Onions*
Pencil cactus/plant*
Potato (leaves and stem)
Rosary Pea*
Spurge (Euphorbia sp.)
Tomatoes (leaves and stem)
Respiratory Toxin
Almonds*
Apricot*
Cherries*
Chinese sacred or heavenly bamboo*
Dumb cane (Dieffenbachia)*
Elderberry, unripe berries*
Hydrangea*
Jimson weed*
Peaches*
Neurological Toxins
Alcohol (all beverages, ethanol, methanol, isopropyl)
Amaryllis bulb*
Azalea (entire rhododendron family)
Bracken fern
Buckeye
Caffeine
Castor bean*
Chocolate*
Choke cherry, unripe berries*
Chrysanthemum (natural source of pyrethrins)
Crocus bulb
Delphinium, larkspur, monkshood*
Lupine species
Marijuana or hemp (Cannabis)*
Mistletoe berries*
Morning glory*
Poinsettia
Potato (leaves and stem)
Rosary Pea*
Tomatoes (leaves and stem)
Kidney/Organ Failure Toxins
Anthurium*
Begonia*
Caladium*
Calla lily*
Jack-in-the-pulpit*
Lantana*
Oak*
Philodendron*
Rhubarb leaves*
Scheffelera*
Shamrock*