The man picked up the life-size skeleton model from inside the pub in Church Street, Whitby, and ran out with it at about 10pm on Halloween (Tuesday, October 31), a North Yorkshire Police spokesperson said.
A woman tried to get the man to bring it back but he ran off, they added.
The man is described as white, of thin build with short blond hair, aged 20-25, and wearing a black tuxedo.
The woman is of medium build with long black hair, wearing black clothes, and aged 20-25.
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