Low conductivity of elemental sulfur, the “shuttle effect” of polysulfides, and structural change hamper lithium–sulfur batteries that have poor electrochemical performance. Herein, a facile and scalable approach to fabricate porous carbon is derived from common okra wastes, okra shells, as a matrix for sulfur active materials. Especially, the material calcined under NH3 (N‐doped biomass‐derived porous carbon [N‐OSC]) with a high specific surface area of 2702 m2 g−1 and large pore volume (0.17 cm3 g−1) provides necessary physical adsorption, resulting in the 69.71 wt% loading of sulfur and excellent trapping capacity for polysulfides during the redox process. Furthermore, N element can act as catalytic active sites to facilitate redox conversion from polysulfides to Li2S. Benefiting from the aforementioned advantages, the cell of the N‐OSC/S electrode manifests superior electrochemical performance. The initial capacity is found up to be 1387 mA h g−1 at a current density of 0.1 C and 750 mA h g−1 after 200 cycles at 0.5 C rate (where 1 C = 1672 mA h g−1). For durability evaluations, the capacity is maintained at 416 mA h g−1 at 2 C after 1000 cycles with a mere decay of 0.05% per cycle.