Five halogeno-copper thiolate coordination polymers, Cu12Cl6(SCH3)6(DMSO) 1, Cu3X(SCH3)2 (2, 4), and Cu2X(SCH3) (X = Br, I) (3, 5) were solvothermally prepared by employing DMSO, which is used as a thiolate source via in situ decomposition. The X-ray crystallographic data revealed one type of 3D network structure composed of Atlas spheres. Additionally, two types of 2D layered bromo/iodo isostructural complexes were found, and the differences between these two types are attributed to the different connection modes of their Cu3X2(SCH3)2 chains. Sharing the halogen atoms in Cu3X2(SCH3)2 chain or bridging the chains via additional copper atoms could lead to the formation of different layers with a Cu:X:SCH3 ratio of 3:1:2 or 2:1:1, respectively. The absorption and emission spectral data described the influence of the ratio and species of halogen elements in copper thiolate complexes. From the spectroscopic studies, long-lived phosphorescence was detected, the characteristic lifetime of which depends on the crystal internal structures as well as the constituent halogen atoms.