This study will evaluate a type of immunotherapy in which the patient's immune system will be stimulated to kill tumor cells. ICT-121 dendritic cell (DC)vaccine is made from patient's white blood cells. This vaccine will be tested in patients with recurrent glioblastoma to assess safety, tolerability and clinical response. Patient's white blood cells (WBC) will be collected from blood and cultured to yield autologous DC. The DC will be mixed with purified peptides from the CD133 antigen. The DC vaccine will be given back to the patient over several months. The goal is to stimulate the patient's immune system to CD133 to kill the patient's glioblastoma tumor cells.