Sam Deadfield scored twice at the Beveree Stadium but Hampton’s spirited performance wasn’t enough to overcome League 2 opposition.
The forward put the home side level at 1-1 with a penalty on 30 minutes but Oldham added two more either side of the break.
Deadfield then made it 3-2 late on as Hampton and Richmond piled on the pressure – but that’s how it finished.