An anti-CD123 antibody-drug conjugate binds CD123, is internalized, and in lysosomes a legumain-cleavable linker releases a KSP (Eg5) inhibitor that blocks mitotic spindle assembly, causing mitotic arrest and death of CD123+ cells.