PHASE I (closed to accrual as of 8/23/04): Patients receive oral imatinib mesylate once or twice daily on days 1-28 and bevacizumab IV over 30-90 minutes on days 1 and 14. Courses repeat every 28 days in the absence of disease progression or unacceptable toxicity.