Patients receive doxorubicin HCl liposome IV over 1 hour followed 30 minutes later by trastuzumab (Herceptin) IV over 30-90 minutes on days 1, 8, and 15. Treatment continues every 21 days in the absence of unacceptable toxicity or disease progression.