I have had angel trumpets in my flower beds (actually a few in about all of my flower beds) for years now... Yes, they are very poisonous...
My father had them in the yard when I was a kid, and I remember sitting on the patio at sunset and watching them almost pop open. I planted a few in a bed at the house this year, and they are bringing back lots of fond memories.
