Approximately 20 patients with any recurrence of glioblastoma multiforme (GBM) will be treated. After informed consent and screening, patients will undergo apheresis to collect peripheral blood mononuclear cells (PBMCs). Monocytes will be purified and cultured into dendritic cells (DC) that are pulsed with purified peptides from CD133 antigen. The pulsed dendritic cells will then be aliquoted and frozen. Patients will have the autologous DCs reinfused intradermally. Patients will receive at least four intradermal injections of the autologous DC vaccine and additional vaccines during a maintenance phase. The goal is to induce a cytotoxic T cell response to CD133 positive cells. The primary objective of the study is to assess safety and tolerability. Clinical response rates will be monitored as well as the immune responses to CD133.