There are a number of possibilities, such as just the smell of the outdoors. Or what you step in. Or the plants you rub against.
I wonder what it is! It doesn't matter what time of year it is, he still goes crazy. He used to live on the farm where our horses are (until he was four months old)....is it possible he remembers the smell?