 Víctor Arteaga joined the junior ranks of Real Madrid Baloncesto in 2004, eventually progressing through the Infantil, Cadete A and B teams, and played for the Real Madrid reserve team in the Liga EBA.He was called up by the senior team on 23 December 2010 for a Euroleague match against Spirou Basket, playing the final three minutes and scoring his first basket for the club with 0.7 seconds remaining in the fourth quarter in a 94–45 victory.In February 2012, goes on loan to Blancos de Rueda Valladolid, where he plays his first games in Liga ACB.