Patients receive oral vorinostat (SAHA) once or twice daily and oral capecitabine twice daily on days 1-14. Treatment repeats every 21 days for at least 6 courses in the absence of disease progression or unacceptable toxicity. Patients achieving a complete response (CR) receive 2 courses beyond documentation of CR. Patients achieving a partial response receive 2 courses beyond documentation of best response.