Heteroatomic ladder polymers (HLPs) with high theoretical capacity are considered as the most promising electrode materials for next-generation green sustainable lithium-ion batteries (LIBs) due to their abundant resources, low cost, diverse structures and good safety features. However, the issues of low specific capacity and unsatisfactory reversibility, caused by underutilization and sluggish reaction kinetics, have thus far hindered the practical application of these materials. Herein, a porous heteroatomic ladder polymer-based fibrous composite anode (HLP/RGO/C) with interconnected conductive networks is designed and obtained by a simple electrospinning technique and in-situ heat treatment for LIB applications. Benefit from in-situ transformation and interconnected conductive porous networks, the obtained HLP/RGO/C anode achieves uniform distribution of HLP and rapid ionic/electronic transport, thereby realizing efficient utilization and rapid reaction kinetics of HLP in LIBs. Consequently, the HLP/RGO/C anode achieves a highly reversible specific capacity of 748 mA h g−1, ultra-long cyclic stability and exceptional rate performance for LIBs. Furthermore, the HLP/RGO/C anode also delivers superior electrochemical performance for LIBs over a broad temperature range, especially achieving ultrahigh reversible capacities of 186 mA h g−1 even at −30 °C. This research provides a straightforward method to construct green and sustainable polymer-based anode for LIBs.