To inhibit the growth and metastasis of triple-negative breast cancer (TNBC), two Fe(III) thiosemicarbazone complexes (Fe1 and Fe2) were designed and synthesized. The structures of the Fe(III) complexes were characterized by single crystal X-ray diffraction. The antiproliferative activity of Fe1 and Fe2 against four cancer lines (MDA-MB-231, T98G, HepG2, 143B) and human renal proximal tubular epithelial cell line (HK-2) was evaluated by MTT assay. Among all cells, Fe2 showed significant cytotoxicity to TNBC cells (MDA-MB-231), with an IC50 value of 12.38 μM. Furthermore, Fe2 showed less toxicity to HK-2 cells. The two Fe(III) complexes can produce excess of reactive oxygen species, decrease of mitochondrial membrane potential, and induce DNA damage, then lead to apoptosis of MDA-MB-231 cells. In addition, Fe1 and Fe2 can also inhibit migration and invasion of MDA-MB-231 cells. This study provides guidance for the development of metal complexes that inhibit the growth and metastasis of TNBC.