Fascinatingly, quite the opposite! For example, the original Macintosh had only a small fraction of that to work with, at 128 Kilobytes![1]
Certainly a modern GUI a la KDE, Gnome and friends would be well outside of its abilities, but a functional GUI is possible on a shockingly small amount of memory!