EXPANSION PORTION: Patients receive irinotecan hydrochloride IV over 90 minutes on days 1 and 8 and veliparib PO BID on days 1-15 (days 2-15 of course 1 only). Courses repeat every 21 days in the absence of disease progression or unacceptable toxicity.