Is there any iit with astrophysics courses??

You can look up for courses in IIT Delhi as they have recently started some courses on the topics relating to astronomy, some being taught by the Director, IITD himself. They have the course details on their website. Stating this, they still don’t have much good infrastructure for research in this field.