Smart‐response materials with ultralong room temperature phosphorescence (RTP) are highly desirable, but they have rarely been described, especially those originating from sustainable polymers. Herein, a variety of cellulose derivatives with 1,4 dihydropyridines (DHPs) rings were synthesized through the Hantzsch reaction, giving impressive RTP with a long lifetime of up to 1251 ms. Specifically, the introduction of acetoacetyl groups and DHPs rings promotes the spin‐orbit coupling (SOC) and intersystem crossing (ISC) process, and multiple interactions between cellulose induce clustering and inhibit the nonradiative transitions, boosting long‐live RTP. Furthermore, the resulting transparent and flexible cellulose films also exhibit excitation‐dependent and color‐tunable afterglows by introducing different extended aromatic groups. More interestingly, the RTP performance of these films is sensitive to water and can be repeated in response to wet/dry stimuli. Inspired by these advantages, the RTP cellulose demonstrates advanced applications in information encryption and anti‐counterfeiting. This work not only enriches the photophysical properties of cellulose but also provides a versatile platform for the development of sustainable afterglows.This article is protected by copyright. All rights reserved