Co doped CuInSe2 compounds have been synthesized by vacuum arc melting-vacuum solid sintering-mechanical milling technology, and their crystal structures, magnetic and light absorption properties have been systematically investigated by using X-ray diffraction, vibrating sample magnetometer and UV–Vis spectrophotometer. X-ray diffraction analyses show that CuIn1-xCoxSe2 (x = 0–0.2) crystallize in tetragonal chalcopyrite structure with a space group of I4¯2d. Co partly substitutes for In at the 4b site. The studies of magnetic properties show that CuIn1-xCoxSe2 (x = 0.1–0.3) show supermagnetic characteristics at room temperature with applying an external field. Co doping can adjust the light absorption bandgaps of CuIn1-xCoxSe2 from 1.25 to 1.53eV. These phenomena are revealed to be closely correlated with the lattice distortions induced by Co doping into CuInSe2. The magnetism of Co doped CuInSe2 is suggested to come from the double-exchange mechanism. The magnetic moment and light absorption bandgap depend upon the lattice distortions of (In,Co)Se4 and CuSe4 tetrahedrons, it shows that the magnetic moment is going up with the increase of Se-(In,Co) bond length and the decrease of (In,Co)Se-(In,Co) bond angle; the light absorption bandgap is going up with the increase of volume distortion of CuSe4 tetrahedron.