You can dig a pit out and drop them there, I'm almost sure that dropped items get saved when you exit the game :P
All dropped items are gone when you quit the game (back to main title). I've made sure to save multiple times and exit via esc button. And I've tried this multiple times... All dropped items are gone.
And excavated minerals (but still not collected) also gone when you quit the game, even after saving.