Adjustable over-the-door hook assemblies with removable door spacers that accommodate different door thicknesses and different types of doors are disclosed. The door spacer may be selectively mounted on a support bracket, or may be removed from the bracket for use with thicker doors. A door bumper may also be provided on a lower portion of the hook assembly to vertically align the assembly and to prevent damage to the door.