Currently, most photoredox catalysis polymerization systems are limited by high excitation power, long polymerization time, or the requirement of electron donors due to the precise design of efficient photocatalysts still poses a great challenge. Herein, we propose a new approach: the creation of efficient photocatalysts having high ground state oxidation potentials and high excited state energy levels, along with through‐space charge transfer induced intersystem crossing (ISC) properties. Using this strategy, a cabazole‐naphthalimide (NI) dyad (NI‐1) characterized by long triplet excited state lifetime (tT = 62 μs), satisfactory ISC efficiency (ΦΔ = 54.3%) and powerful reduction capacity [Singlet: E1/2 (PC+1/*PC) = ‐1.93 eV, Triplet: E1/2 (PC+1/*PC) = ‐0.84 eV] was obtained. An efficient and rapid polymerization (83% conversion of 1 mM monomer in 30 s) was observed under the conditions of without electron donor, low excitation power (10 mW cm‐2) and low catalyst (NI‐1) loading (< 50 mM). In contrast, the conversion rate was lower at 29% when the reference catalyst (NI‐4) was used for photopolymerization under the same conditions, demonstrating the advantage of the TSCT photocatalyst. Finally, the TSCT material was used as a photocatalyst in practical lithography for the first time, achieving pattern resolutions of up to 10 μm.