Established in 1914, the squad achieved several regional and national titles before the section was closed in 2014.

On May 15, 1949, Atlético defeated UE Santboiana by 83, crowning national champion for the first time.

[4] The line-up for that match was R. Duralte, L. Bravo, Alarcón, Peña, Arce, Feliciano, Jose Luis San Juan, Moret, Artola, Puche, F. Duralde, Roberto, De Miguel, Cubillo, E. Bravo.

The CRC squad agreed to use the name, shield and colors of Atlético Madrid during the time the agreement was in force.

[8] In August 2014 the Grupo Santa Mónica withdrew the sponsorship although the agreement ended in 2015.