Almonds are generally safe for consumption, but there are certain types, specifically bitter almonds, that contain amygdalin. Amygdalin can be broken down into hydrogen cyanide in the body, which is toxic. Sweet almonds, commonly found in stores, contain negligible amounts of amygdalin and are safe to eat.