Abstract The twisted donor–acceptor (D‐A) organic formwork with a large dihedral angle ( θ DA ) is usually adopted to narrow the singlet‐triplet energy gap for obtaining excellent thermally activated delayed fluorescence (TADF) emitters. However, the dependence of overall TADF properties on θ DA has not been systematically investigated to this day. Taking new designed CzBP , CzBP‐1M and CzBP‐2M via introducing methyl as investigated models, it is found that (i) with increasing θ DA , the charge transfer component in S 1 is larger than that in T 1 in varying degrees, leading to non‐monotonic spin‐orbit couplings; (ii) the electron‐vibration couplings between S 1 and T 1 states become the largest when θ DA approaching 80°, facilitating phonon‐driven up‐conversion; (iii) the overall TADF rate reaches a peak at θ DA ≈80°. By this, the TADF on/off switching is realized via methyl moiety for regulating θ DA from theoretical prediction to experimental confirmation. Importantly, the θ DA near 80° would be a good descriptor for screening excellent D‐A type TADF emitters.