Catalyzes the deimination of arginine residues of proteins. {ECO:0000269|PubMed:12416996, ECO:0000269|PubMed:27393304, ECO:0000269|PubMed:30044909}. This is the function of ENSG00000142623 (PADI1, peptidyl arginine deiminase 1).