I genuinely think a winter landscape is prettier than a summer landscape. Once everything blooming fades off in spring, it's not pretty to me anymore.
Another reason is very selfish: I have extreme sensitivity to the sun - in the winter I can be outside and not worry about it for hours and hours so much. In summer, after 10 minutes I will be badly burned and run the risk of skin cancer down the line.