The body is searching for a new director-general to replace Brazilian Roberto Azevedo at the end of August.
Boris Johnson said Mr Fox was a "passionate advocate of multilateralism" with "detailed knowledge" of global trading.
Labour said the WTO would "immediately discount" Mr Fox for the role.