Abstract As attractive materials for photoeletrochemical hydrogen evolution reaction (PEC HER), conjugated polymers (e.g., conjugated acetylenic polymers [CAPs]) still show poor PEC HER performance due to the associated serious recombination of photogenerated electrons and holes. Herein, taking advantage of the in situ conversion of nanocopper into Cu 2 O on copper cellulose paper during catalyzing of the Glaser coupling reaction, a general strategy for the construction of a CAPs/Cu 2 O Z‐scheme heterojunction for PEC water reduction is demonstrated. The as‐fabricated poly(2,5‐diethynylthieno[3,2‐b]thiophene) (pDET)/Cu 2 O Z‐scheme heterojunction exhibits a carrier separation efficiency of 16.1% at 0.3 V versus reversible hydrogen electrode (RHE), which is 6.7 and 1.4‐times higher respectively than those for pDET and Cu 2 O under AM 1.5G irradiation (100 mW cm −2 ) in the 0.1 m Na 2 SO 4 aqueous solution. Consequently, the photocurrent of the pDET/Cu 2 O Z‐scheme heterojunction reaches ≈ 520 µ A cm −2 at 0.3 V versus RHE, which is much higher than pDET ( ≈ 80 µ A cm −2 ), Cu 2 O ( ≈ 100 µ A cm −2 ), and the state‐of‐the‐art cocatalyst‐free organic or organic‐semiconductor‐based heterojunctions/homojunctions photocathodes (1–370 µ A cm −2 ). This work advances the design of polymer‐based Z‐scheme heterojunctions and high‐performance organic photoelectrodes.