RATIONALE: Thalidomide may stop the growth of multiple myeloma by stopping blood flow to the cancer cells. Drugs used in chemotherapy use different ways to stop cancer cells from dividing so they stop growing or die. Combining thalidomide with chemotherapy may kill more cancer cells.