INTERMITTENT DOSE ESCALATION: Patients receive irinotecan hydrochloride IV over 90 minutes on days 3 and 10 and veliparib PO BID on days 1 to 4 and 8-11. Courses repeat every 21 days in the absence of disease progression or unacceptable toxicity.