RATIONALE: Monoclonal antibodies, such as cetuximab and trastuzumab, can block tumor growth in different ways. Some block the ability of tumor cells to grow and spread. Others find tumor cells and help kill them or carry tumor-killing substances to them. Giving cetuximab together with trastuzumab may kill more tumor cells.