Hello Anirudh,

As you want to be in the field of astronomy it is good choice 

So according to the analysis. The one who works in the field of astronomy as a degree and doctorate holders in physics or astronomy ,or mixed together

So I suggest you to go with engineering in physics.as some. Universities and colleges offer specialised physics degree course

All the best