Compared to organic solar cells based on narrow bandgap non-fullerene small molecule acceptors, the performance of all-polymer solar cells (all-PSCs) lags much behind due to the lack of highperformance n-type polymers, which should have low-aligned frontier molecular orbital levels and narrow bandgap with broad and intense absorption extended to near-infrared region. Herein, two novel polymer acceptors, DCNBT-TPC and DCNBT-TPIC, are synthesized with an ultra-narrow bandgap (ultra-NBG) of 1.38 and 1.28 eV, respectively. When applied in transistors, both polymers show efficient charge transport with a highest electron mobility of 1.72 cm 2 V -1 s -1 obtained for DCNBT-TPC. Blended with polymer donor PBDTTT-E-T, the resultant all-PSCs based on DCNBT-TPC and DCNBT-TPIC achieve remarkable power conversion efficiencies (PCEs) of 9.26% and 10.22% with short-circuit currents up to 19.44 and 22.52 mA cm -2 , respectively. This is the first example that a PCE of over 10% can be achieved using ultra-NBG polymer acceptor with a photo-response reaching 950 nm in all-PSCs. These results demonstrate that ultra-NBG polymer acceptors, in line with non-fullerene small molecule acceptors, are also available as a highly promising class of electron acceptors for maximizing device performance in all-PSCs.Received: ((will be filled in by the editorial staff))Revised: ((will be filled in by the editorial staff))