Conjugated polyelectrolytes have emerged as a class of organic photocatalysts for light-driven hydrogen production from water due to their photoactive conjugated backbones and hydrophilic ionic side chains. However, compared to welldocumented anionic and cationic side chains, zwitterionic side chains have been rarely reported. Herein, based on the thiophene (T)-dibenzo [b,d]thiophene sulfone (DBTSO) donor−acceptor backbone, a zwitterionic side chain-modified polymer PTDBTSO-ZS as well as an alkylated polymer PTDBTSO-C6, a cationic polymer PTDBTSO-QA, and an anionic polymer PTDBTSO-SS has been synthesized and studied. It was found that zwitterionic side chain modification can endow the polymer with good hydrophilicity, a large proportion of excited energy used for charge separation, long-lived excitons, reinforced interchain interactions, and the smallest interfacial charge transfer resistance. Consequently, PTDBTSO-ZS behaves the best in the family with a hydrogen evolution rate of 55.2 mmol g −1 h −1 under full-arc Xe light irradiation, which is 1.4-, 1.7-, and 10.0-fold as compared to those of PTDBTSO-QA, PTDBTSO-SS, and PTDBTSO-C6, respectively.