The charge transport and morphology of active layers are key considerations for device performance and stability in organic solar cells (OSCs). Such properties can be fine-tuned via elaborate molecular design of fused-ring electron acceptors (FREAs), especially conjugation extension and side chain engineering. In this work, N-functionalized conjugation is explored in the design of high-efficient asymmetric FREAs. The twisting of N-conjugated side chains from backbone endows three FREAs with similar energy levels and light absorptions (≈850 nm edge). Their blends with PBDB-T exhibit high charge carrier mobility and ordered phase separation. Excitingly, IPT2F-TT based OSCs yield a champion power conversion efficiency (PCE) of 14.02% with a fill factor (FF) of 75.06%, outperforming PBDB-T devices with IPT2F-Th (12.52%, 71.20%), IPT2F-Ph (13.13%, 72.11%), and octylated IPT-2F (13.70%, 71.50%). The PCE over 14% and FF over 75% are among the highest values for 2D FREAs OSCs reported to date. More importantly, outstanding thermal stability and light soaking stability are observed with PCE over 12% maintained after thermal or light aging for 100 h. This work demonstrates N-conjugated FREAs design as an effective strategy to simultaneously improve the photovoltaic performance and device stability for the OSCs.