The word “summer” is a common noun. Like the other seasons (e.g., “fall”), it doesn’t require capitalization unless it is part of a proper noun (e.g., “the 1984 Summer Olympics”).
In contrast, the names of specific months (e.g., “December”) and days of the week (e.g., “Friday”) are proper nouns and require capitalization.