No traditional web browser exists for the PlayStation 2. Sony never released an official one, and the hardware simply isn’t up to the task of rendering modern websites.
If you want to browse the web from your couch, a smartphone, tablet, or a modern console (PS4/PS5, Switch, Xbox Series X|S) is the only practical route.