Yes, colleges reject overqualified students not because they’re overqualified but because the admissions committees feel that these brilliant students may not accept their schools’ offer of admission at the end of the day. The space allotted to them may become wasted. So, schools prefer inviting students; they feel sure to accept their admissions offer.