Bogeyman will make you crazy because they are almost invisible and if it hits you, you will scare and will drop your current equiped item on the floor (if you don't have a item equiped, your equiped armor will drop).

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After scare you, it will run away from you and become more transparent. Take care with bogeyman!

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Killing a bogeyman bellow level 50 can give you a good item!