Debian 11 (Bullseye) is the previous stable release (oldstable). It is still supported with security updates until approximately 2026.
You can download the images directly from the official Debian mirrors.
Debian 11 is highly efficient. The minimum requirements for a text-based console installation are very low, but for a graphical desktop (GNOME), you should aim for the following: