It's definitely autumn, the trees are dumping leaves all over the place.
This little guy has never seen this sort of thing happen before, it's fascinating.
He loves orange and autumn is full of orange things like pumpkins and leaves.
Digitally colored version of this sketch:
More art of this little guy: