The purpose of this study is to learn if vinflunine can shrink or slow the growth of cancer in patients with advanced or metastatic stomach cancer who have progressed on a prior treatment with a fluoropyrimidine or taxane-containing chemotherapy regimen. The safety of this treatment will also be studied.