Which course should I take to study about Space Science in my UG?

You need to take B.Sc. with PCM for better knowledge.

Studying a B.Sc. Physics degree will give you understanding about the universe, its particles, and also good knowledge on space. To be specialised only with space Science, then you should choose to study Astrophysics or Astronomy as part of this degree.