Abstract Sn‐Pb perovskite solar cells (PSCs) own the highest theoretical efficiency due to their ideal bandgap. However, the efficiency of Sn‐Pb PSCs remains 22–23% at present, which is much lower than Pb‐based PSCs. One key reason lies in the Sn 2+ oxidation issue. Here, this study demonstrates that apart from well‐known chemical environmental oxidation, photo‐generated holes and their accumulation are also a critical factor for Sn 2+ oxidation in Sn‐Pb PSCs. To address this issue, a non‐planar hole transport layer (HTL) of P3CT/Me‐4PACz is designed through solution micelle regulation. P3CT/Me‐4PACz will form a 3D HTL film with a spike‐like structure penetrating Sn‐Pb perovskite bulk to accelerate hole extraction, thus inhibiting holes accumulation and Sn 2+ oxidation. Resulted Sn‐Pb PSCs exhibit the highest efficiency of over 24% with good operational stability, retaining 82% of initial efficiency after continuous MPP tracking for 1000 h at an elevated temperature of 55 °C.