In this video, an astoundingly dedicated player demonstrates how to complete Minecraft without ever picking up an item.
It requires an example of unbelievable luck — an End Portal which already has 12 eyes in it — and some save scumming to beat the Ender Dragon with one's fists.
Here's the embed, via Reddit: