If you want a PS2 emulator for Linux in 2026, PCSX2 is still the best choice. It has the strongest compatibility, useful settings, active updates, and works well on Ubuntu, Linux Mint, Fedora, Arch, and Steam Deck.
For the best start, install PCSX2 through AppImage or Flatpak, use Vulkan as your first renderer, add the BIOS in the correct folder, and set up your controller before changing advanced settings. Once these basics are correct, Linux can run PS2 games smoothly without needing Windows.