Duplicate of 591 (although this is so ancient I don't blame you).
It would be nice to be able to do this directly with 'e' as in ADOM I. You can still eat items off the ground with the 'U' or 'u' command (depending on keybinding) - but this becomes a bit annoying once you have usable inventory items.