Colorectal cancer (CRC) continues to be one of the leading causes of cancer-related death worldwide. Exosomes have been established to play an important role in intercellular communication and that long non-coding RNA (lncRNA) CASC19 is enriched within M1 macrophage-derived exosomes (M1-exo). However, the biological functions and underlying molecular mechanisms of exosomal CASC19 from macrophages on CRC remain unknown. Cell proliferation and migration were evaluated by MTS and transwell assays. The exosomes were characterized by western blot, nanoparticle tracking analysis (NTA) and electron microscope imaging. The expression levels of CASC19 and its putative target miR-410-3p were quantified by reverse-transcription polymerase chain reaction (RT-qPCR). The interaction between CASC19 and miR-410-3p was detected by the pull-down assay. We found that the non-contact inhibition of M1 macrophages on the proliferation of colon cancer cells is largely dependent on the CASC19 released from M1 exosomes. M1 exosomes successfully delivered CASC19 to colon cancer cells, exerting an inhibitory effect on cell proliferation and migration. The exosomes secreted by M1 cells with CASC19 knockdown showed less inhibition effect on cell proliferation and migration. Mechanically, CASC19 exerted an inhibitory effect on colon cancer cells by sponging miR-410-3p via tube morphogenesis and TGF-β signaling pathway. We first proved that CASC19 in M1 macrophages is delivered into colon cancer cells via exosomes, exerting an inhibitory effect on their proliferation and migration by sponging miR-410-3p. The study may provide mechanistic insights into the roles of lncRNAs in CRC progression and a potential therapeutic target for the treatment of CRC.