I think the word I'm looking for is somber.
The majority of the thing is kinda bleak and melancholy, as it shows the harsh ordeals endured by a scarecrow, disrespected by man and nature alike, and punished brutally by the elements. And then there's a surprise ending.
I can't really say I understand it, but it's worth a watch.