Primary liver cancer is one of the most common malignant tumors with high mortality and increasing incidence worldwide. Currently, chemotherapy is an important comprehensive treatment for moderate or advanced liver cancer. Despite the effective therapeutic effects initially achieved by chemotherapy, the high phenotypic and molecular heterogeneity of liver cancer cells facilitates resistance to conventional chemotherapy or targeted therapy and even leads to multidrug resistance (MDR), which is one of the major obstacles for clinical chemotherapy. Drug resistance exhibits multiple and complex molecular mechanisms to antagonize therapy under pharmacological pressure, including overexpression of drug efflux transporters, downstream adaptive response (such as apoptosis, autophagy, and endoplasmic reticulum stress), dysfunction of DNA damage repair (DDR), epigenetic modification, tumor microenvironment (TME) as well as extracellular matrix (ECM). In this paper, we summarize the recent research progress and intervention strategies for drug resistance in hepatocellular carcinoma (HCC), which will provide a promising therapeutic strategy for overcoming MDR in liver cancer.