SrZrSe3 chalcogenide perovskites are being considered as an alternative to lead halide perovskite due to their promising optoelectronic properties. Nevertheless, choosing an hole transport layer (HTL) with optimal band alignment, superior carrier mobility, and low cost remains crucial for stable and efficient solar cells. In this regard, a series of inorganic metal sulfide HTLs such as FeS2, WS2, TiS2, HfS2, TaS2, and NiS2 is proposed to unveil its potential for novel SrZrSe3 absorber via SCAPS‐1D by varying the key parameters of electron transport layer, absorber, and HTLs respectively. Interestingly, optimizing their properties boosts the built‐in potential up to 1.06 V, resulting in effective separation and transportation of charge carriers toward their respective contacts. Furthermore, it increases absorption up to ≈6.5% by extending the absorption range toward the NIR region (700–850 nm) in all the solar cells. Finally, maximum power conversion efficiency of 21.77, 26.78, 27.60, 27.65, 27.63% with JSC of ≈29.3 mA cm−2 and less energy loss of ≈0.3 V for FeS2, WS2, TiS2, HfS2, TaS2, and NiS2 solar cells is accomplished. Thus, this work highlights the potential of SrZrSe3 solar cells with inorganic metal sulfide HTLs and sets the stage for its efficient fabrication.