This review examines how amino acids (glutamine, arginine, asparagine, cysteine, methionine, serine, and branched-chain amino acids) drive tumor development and therapy resistance in hematologic malignancies through mechanisms beyond metabolism, including signaling pathway regulation, epigenetic modulation, and tumor microenvironment remodeling. The authors highlight that targeting amino acid metabolism—via dietary starvation, enzymatic depletion, or transporter inhibition—represents a promising therapeutic strategy, with L-asparaginase serving as the most successful example in acute lymphoblastic leukemia. Clinically, several novel agents like CB-839 (glutaminase inhibitor) and ADI-PEG20 (arginine deiminase) have entered trials and shown encouraging results, particularly when combined with conventional chemotherapy to overcome drug resistance.