 RATIONALE: Biological therapies, such as GM-CSF, may stimulate the immune system in different ways and stop tumor cells from growing. Thalidomide may stop the growth of prostate cancer by blocking blood flow to the tumor. Giving GM-CSF and thalidomide before surgery may make the tumor smaller and reduce the amount of normal tissue that needs to be removed. 