You cannot download a program to make PlayStation 2 games. Sony's official SDK required expensive, proprietary development kits and a publishing partnership—never released to the public.
Learn Unity, Unreal Engine, or Godot. These modern engines:
PS2 development is a historical curiosity, not a viable entry point for new creators.