Is it enough to pursue aerospace engineering and then M.Tech and Ph.D in astrophysics to become an astronaut? I want to become an astronaut.

Your approach and strategy to become an astronaut is excellent. You are further advised to learn flying and obtain CPL license. With your proposed educational qualifications and 1000h of flying you will become eligible to spy for astronaut job.