Where I live the seasons aren't as well defined as in the US or Europe (southeastern Brazil). We still have them, so I'd be tempted to say Winter, but that's probably more similar to Spring to some of you in terms of temperature (minus the rain, since it doesn't really rain in the winter here).
On the spirit of the question though, I'd say Autumn, even though I never really experienced it.