The Mediterranean Sea does not border India, while the Arabian Sea, Bay of Bengal, and Indian Ocean all have coastlines along the Indian subcontinent. The Mediterranean is located between Europe and Africa, completely separate from the Indian Ocean region. This makes it the geographical odd one out in this list.