Micelles have been extensively investigated as drug delivery systems for loading of antitumor drugs with the advantages of good dispersibility, controllable size distribution, and high loading capacity. However, phagocytic clearance by the mononuclear phagocyte system remains a major impediment that inhibits blood circulation and thus tumor accumulation of micelles. Inspired by the antiphagocytic properties of β₂-microglobulin (β₂M), here we developed a β₂M-derived peptide for the surface functionalization of micelles. A β₂M-derived sequence was integrated with a matrix metalloproteinase-2 (MMP-2) cleavable sequence and then modified on the surface of poly(ethylene glycol)-b-poly(caprolactone) (PEG-PCL) micelles, endowing the micelles with both antiphagocytic and MMP-2-responsive properties. Compared to pristine PEG-PCL micelles, micelles modified with the dual-functional peptide exhibited higher inhibition of phagocytosis by macrophages in the absence of MMP-2, and enhanced internalization by tumor-associated macrophages in the presence of MMP-2, leading to enhanced tumor accumulation of the loaded photosensitizer, thus enabling antitumor therapy. These results demonstrated that antiphagocytic peptides derived from endogenous proteins are promising for functionalization of micelles in smart drug delivery.