Sunitinib is the first‐line drug for renal cell carcinoma (RCC) treatment. However, patients who received sunitinib treatment will ultimately develop drug resistance after 6‐15 months, creating a huge obstacle to the current treatment of RCC. Therefore, it is urgent to clarify the mechanisms of sunitinib resistance and develop new strategies to overcome it. In this review, the mechanisms of sunitinib resistance in RCC have been summarized based on five topics: activation of bypass or alternative pathway, inadequate drug accumulation, tumor microenvironment, metabolic reprogramming and epigenetic regulation. Furthermore, present and potential biomarkers, as well as potential treatment strategies for overcoming sunitinib resistance in RCC are illustrated.