Cathodic electrochromic materials realized by n-type doping of conducting polymers are scarce. Even with limited cases reported in the literature, long-term stability is an urgent problem to be solved. Herein, we report a high performance and stable cathodic electrochromic material, poly(Th-Cl-PBI), based on a perylene bisimide function core. Due to its high electropolymerization efficiency and low steric hindrance of thiophene groups, perylene bisimide, which generally does not dissolve and form film easily, can grow to the sufficient thickness of 350 nm for wide-range spectral modulation and large-capacity energy storage. The optical contrast of optimized film with a thickness of 240 nm reaches as high as 69.1% at 520 nm, 94.1% at 760 nm, and 95.7% at 680 nm. Theoretical simulation based on the Lambert-Beer law also verifies this optical contrast dependent on film thickness. Besides, during the transition between the neutral state and radical anion state, it maintains 90.2% of the electrochemical activity after 4000 cycles, and the transmittance spectrum remains stable after 2000 cycles. The cation size effect on cathodic electrochromic process and cyclic stability has been investigated.