Horitaka's brother resigned from being Student Council President because he's a third year and typically after the summer, third year's generally retire from their "club" activities in order to prepare of university entrance exams. That's why the new Student Council President is a second year student.
You will notice this trend through out high school based anime with a few exceptions.