Patients with pancreatic ductal adenocarcinoma (PDAC) derive limited benefits from chemotherapy or immunotherapy, with a five-year survival rate still below 10 %. The key therapeutic challenge is the dense fibrosis barrier driven by activated cancer-associated fibroblasts (CAFs) and their secreted collagen, which impedes drug penetration and characterizes PDAC as an immune-desert tumor. To address this challenge, we developed in vivo chimeric antigen receptor macrophages (FAP-CAR-M) targeting fibroblast activation protein-α (FAP), the marker of activated CAFs, to enhance chemo and immunotherapy against PDAC by removing the fibrosis barrier using mannose-modified mRNA-LNP (MLNP). Our results demonstrate that mRNA-MLNP can efficiently reprogram M2 macrophages into FAP-CAR-M. With the FAP-CAR-M treatment, the activated CAF markers (FAP), collagen volume fraction (CVF), and the type I collagen (Col1a1) secretion were decreased by 3-fold, 5-fold, and 4-fold inan orthotopic mouse model of PDAC, respectively. By removing the fibrosis barrier, FAP-CAR-M enhanced the penetration of gemcitabine (GEM) and immune cells, improved PDAC sensitivity to chemo and immunotherapy, and significantly prolonged survival. Therefore, in vivo FAP-CAR-M may represent a potential therapeutic approach to enhance chemo and immunotherapy against PDAC by removing the fibrosis barrier.