The purposes of this study are to evaluate the safety and tolerability of neratinib in combination with vinorelbine at the maximum tolerated dose (MTD) determined in a previous study, or to determine a lower MTD of the two drugs, as well as to obtain preliminary information on whether the combination of the two drugs has any effect on solid tumors in Japanese patients.