Can I pursue medical science as I am an ordinary student and belong to a middle class family?

Medical science is a subject of study and not to read. Yes, if you just want to read, there are a lot of books available in the libraries and online and it's up to you whether you want to read. As far as study is concerned, whether you are a middle class or rich background student, it doesn't matter