Patients receive cabazitaxel as intravenous (IV) infusion over 1 hour on day 1, prednisone by mouth (PO) every day (QD), and octreotide pamoate given as intramuscular (IM) injection on day 1. Patients also receive octreotide acetate as a subcutaneous (SC) injection three times a day (TID) on days 1-14 of course 1 only. Treatment with cabazitaxel repeats every 21 days and treatment with prednisone and octreotide pamoate repeats every 4 weeks for up to 10 courses in the absence of disease progression or unacceptable toxicity. After completion of study treatment, patients are followed up at 1 month, every 3 months until disease progression, and then every 6 months thereafter.