Deadly Nightshade (Atropa Belladona), source for atropine. Not a pretty plant, it is best to remove.
Foxglove (Digitalis Purprea) , this plant is used to produce digitalis, it is a beautiful plant, but excecise appropriate
caution.
Hemlock. Used by the greeks as a poison - Socrates was forced to kill himself with poison derrived from this plant.
Rue. Not lethal but exposure to the leaves, in direct sunlight, can result in an adverse reaction.