For a one-time boot into text mode without making a permanent change, access the GRUB menu during startup, press 'e' to edit the boot parameters, and append systemd.unit=multi-user.target to the kernel command line. Alternatively, adding text to the kernel command line can also achieve a text-only boot, though this method is less reliable on newer systems.