If my university’s library have a book available for students, is it piracy/illegal if those students download some copy from the internet in PDF ?

I am asking it because there is some books I would like to study but they are too big to carry around and it would be nice to be able to read them in my Android tablet anywhere. So, if my university have them, is it illegal for me to get an PDF copy from internet ?

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