The spin state of transition‐metal compounds in lithium‐sulfur batteries (LSBs) significantly impacts the electronic properties and the kinetics of sulfur redox reactions (SRR). However, accurately designing the spin state remains challenging, which is crucial for understanding the structure‐performance relationship and developing high‐performance electrocatalysts. Herein, the CoF2, specifically the Co2+ with 3d7 electrons in a high‐spin state distribution (t2g5eg2), were tailored predictably for the first time through the weak coordination field effect of the F element. Both DFT calculations and experimental results confirm that the spin state of Co2+ transitions from low‐ to high‐spin configurations and strongly interacts with sulfur species through Co‐S and Li‐F bonds during the SRR process. This interaction weakens the S‐S bond, promoting its facile cleavage from both ends while also facilitating the rapid and uniform nucleation of Li2S2/Li2S, thus resulting in LSBs with a capacity of 447.7 mAh g‐1 at 10 C rates and stable cycling for 1000 cycles, with an acceptable practical capacity of 585 mAh g‐1 at a high sulfur loading mass of 10 mg cm‐2. This work achieves rational control of the active Co2+ d electron state through the field effect and enriches the application of spin control to accelerate SRR in LSBs.