No. The Sims 3 (2009) launched on PC, Mac, Xbox 360, and PlayStation 3 only. The PS2's architecture couldn't support the game's open-neighborhood engine and memory demands.
PS2 owners got The Sims 2 (2005) and The Sims 2: Pets (2006) as the final entries on the platform.