As a Brit, but not a teacher, I would reference the Oxford English Dictioary entry, which identifies summer without a capital letter, as follows:
• noun the season after spring and before autumn, when the weather is warmest.
• verb spend the summer in a particular place.
— DERIVATIVES summery adjective. — ORIGIN Old English.
If it's good enough for Oxford, it's good enough for me!