Yes, milkweed bugs are poisonous. Milkweed bugs accumulate their poison from the seeds of the milkweed plant.Their bright color is meant to warn predators of their poisonous nature.ilkweed bugs accumulate their poison from the seeds of the milkweed plant. Their bright color is meant to warn predators of their poisonous nature.