Drug resistance develops rapidly with the tyrosine kinase inhibitor therapy for advanced non-small cell lung cancer. Acquired mutations have been found to mediate the resistance. New small molecule inhibitors targeting these new mutations are being developed. This minireview summarizes the latest development in searching for a novel agent as the fourth generation inhibitor for EGFR.