An over the door hook has a U-shaped bracket with at least one curved hook sized to receive a hook segment. Two or more plastic hook segments have an opening at an upper end and a curved hook at the lower end. The curved hook of one segment fits through the opening in another hook segment. The two segments are locked together by a tab or tooth in one segment that fits into a slot or recess in a second segment. An alternative is to provide a boss adjacent the opening at the upper end of one segment that is gripped by the curved hook of the second segment. Similar locking arrangements can be provided to lock a hook segment to the U-shaped bracket.