Although Atlético was founded by three Basque students in 1903, it was joined in 1904 by dissident members of Madrid FC.
Kuigi Atléticole panid 1903. aastal aluse kolm baski tudengit, ühinesid sellega 1904. aastal mõned Madrid FC-st lahkunud teisitimõtlejad.