Catalyzes the attachment of arginine to tRNA(Arg) in a two- step reaction: arginine is first activated by ATP to form Arg-AMP and then transferred to the acceptor end of tRNA(Arg). . This is the function of RARS2 (arginyl-tRNA synthetase 2, mitochondrial, Ensembl gene identifier ENSG00000146282).