I imagine a lot of stuff found in AUS would qualify. Huntsman spiders, while not dangerous, are scary; esp. if you find one who managed to conceal itself behind the giant shampoo bottles in your shower caddy!
Emus caused all kinds of havoc to people in the 19th century according to newspaper...