Or do I apply for college freshman scholarships only the summer before college?
Most national scholarships have deadlines in fall of senior year. Local scholarships are winter/spring of senior year.
The summer after graduating high school and before starting college is probably best spent working as much as you can to earn some starter money for college.
There may be some local and small ones.