Patients receive topotecan hydrochloride IV over 30 minutes followed by bortezomib IV on days 1, 8, and 15. Treatment repeats every 28 days for up to 6 courses in the absence of disease progression or unacceptable toxicity. Patients with stable or responding disease may continue to receive bortezomib alone in the absence of disease progression or unacceptable toxicity.