This phase II trial is studying the effectiveness of combining thalidomide and chemoembolization in treating patients who have liver cancer that cannot be removed by surgery. Thalidomide may stop the growth of liver cancer by stopping blood flow to the tumor. Chemoembolization kills tumor cells by blocking the blood flow to the tumor and keeping chemotherapy drugs near the tumor. Combining thalidomide with chemoembolization may kill more tumor cells.