Rheumatoid arthritis (RA) is one of the most common chronic autoimmune diseases. Although the progress made with current clinical use of biologic disease-modifying antirheumatic drugs (bioDMARDs), the response rate of RA treatment remains ungratified, primarily due to intricacy interactions of multiple inflammatory cytokines and the awkward drug delivery. Thus, it is of great importance to neutralize cytokines and actively deliver therapeutic agents to RA joints for the purpose of promoting in situ activity. Herein, we proposed and validated a nanoparticle-based broad-spectrum anti-inflammatory strategy for RA management by fusing TRAIL-anchored cell membranes onto drug-loaded polymeric cores (TU-NPs), which makes them ideal decoys of inflamed macrophage-targeted biological molecules. Upon intravenous injection of TU-NPs into collagen-induced arthritic mice, the fluorescence/photoacoustic dual-modal imaging revealed higher accumulations and longer retention of TU-NPs in inflamed joints. In vivo therapeutic evaluations suggested that these nanoparticles could neutralize cytokines, suppress synovial inflammation, and provide strong chondroprotection against joint damage by targeting and deep penetration into the inflamed tissues. Overall, our work provides a novel strategy to treat RA with a strong potential for clinical translation.,Copyright © 2020. Published by Elsevier B.V.