The widespread use of antibiotics and other emerging organic pollutants has caused serious environmental damage and potential human health risks, attracting great global attention. In this study, coal porous carbon (CC) and jarosite‐loaded coal‐derived porous carbon (JCC) were prepared using raw coal products and KOH as the base and activator products, respectively, for the removal of tetracycline (TC) from water. The physical properties, the specific surface area and pore size distribution of the prepared material were analyzed. The adsorption efficiencies and mechanisms of the raw coal, CC, and JCC materials for tetracycline (TC) in solutions were further investigated. The reusability characteristics of the modified adsorbent materials were also explored. The results revealed abundant mesopores and macropores on the raw coal, whereas the CC and JCC material had predominantly micropores and mesopores. The obtained TC adsorption rates were 4.08, 4.61, and 4.62 mg/g for the raw coal, CC, and JCC materials, corresponding to adsorption removal rates of 78, 88, and 88.1%, respectively. The JCC material maintained high TC removal rates (above 90%) after five cycles of adsorption‐desorption experiments, demonstrating the excellent reusability of this modified material. These findings provide valuable insights into the development of advanced materials for future environmental remediation.