Abstract Plastic pollution alters the natural organic carbon pool in aquatic ecosystems via releasing pseudonatural dissolved organic matter (DOM). However, the composition and subsequent ecological effects of DOM leached from differently colored plastics remain unclear. Here, pronounced heterogeneity in the DOM released by colored polyethylene (PE) plastics is revealed: red PE releases higher levels of DOM, whereas white, black, and yellow PE produce more labile DOM. As a result, these labile PE‐derived DOM foster the growth of opportunistic taxa (notably copiotrophs within Pseudomonadota ), reshaping community structure and resistance gene profiles. The elevated abundance of β‐lactamase genes highlights the potential risk of antibiotic resistance dissemination associated with black PE plastic pollution. Correlation‐based network analyses suggest that labile PE‐derived DOM inputs are associated with enhanced metabolic exchange and synergistic reallocation of available resources, accompanied by coordinated shifts in bacterial interactions and antibiotic resistance gene–host linkages. Taken together, the findings emphasize the overlooked role of plastic color in modulating DOM behavior and ecological impacts for the first time, offering targeted insights for mitigating plastic pollution and guiding sustainable production practices.