Recently, the power conversion efficiency (PCE) of organic solar cells (OSCs) has increased dramatically, making a big step toward the industrial application of OSCs. Among numerous OSCs, benzodithiophene (BDT)‐based OSCs stand out in achieving efficient PCE. Notably, single‐junction OSCs using BDT‐based polymers as donor materials have completed a PCE of over 19%, indicating a dramatic potential for preparing high‐performance large‐scale OSCs. This paper reviews the recent progress of OSCs based on BDT polymer donor materials (PDMs). The development of BDT‐based OSCs is concisely summarized. Meanwhile, the relationship between the structure of PDMs and the performance of OSCs is further described in this review. Besides, the development and prospect of single junction OSCs are also discussed.