What issues are you facing? You may end up facing similar or different issues at other college as well.
Instead of transferring and retaking/paying two years worth of courses, just take a semester off for an internship or take a semester abroad to break the negative rhythm.
Do discuss your situation with your parents, academic advisor and mental health counselor before making any decision.