Yes. You can
Materials Science and Technology is a Specialization of B.tech and you can normally apply for this course like other B.tech courses.

Many IITs like IIT, Bombay, IIT, Kharagpur, IIT Hyderabad have this course:

You can check complete details of Materials Science and Technology branch and colleges offering this course by below link:

Materials Science and Technology


Good Luck.