Human glyoxalase I (hGLO I) is a rate-limiting enzyme in the pathway for detoxification of apoptosis-inducible methylglyoxal (MG), which is the side product of tumor-specific aerobic glycolysis. GLO I has been reported to be overexpressed in various types of cancer cells, and has been expected as an attractive target for the development of new anticancer drugs. We previously discovered a novel inhibitor of hGLO I, named TLSC702, by our in silico screening method. Here, we show that TLSC702 inhibits the proliferation of human leukemia HL-60 cells and induces apoptosis in a dose-dependent manner. In addition, TLSC702 more significantly inhibits the proliferation of human lung cancer NCI-H522 cells, which highly express GLO I, than that of GLO I lower-expressing human lung cancer NCI-H460 cells. Furthermore, this antiproliferative effect of TLSC702 on NCI-H522 cells is in a dose- and time-dependent manner. These results suggest that TLSC702 can induce apoptosis in tumor cells by GLO I inhibition, which lead to accumulation of MG. Taken together, TLSC702 could become a unique seed compound for the generation of novel chemotherapeutic drugs targeting GLO I-dependent human tumors.