No, reading glasses do not hurt your eyes. Many people do find their fuzzy vision becomes more noticeable once they start using reading glasses. This gives the false impression that their vision is worsening when, in reality, they are simply becoming more aware of their eyesight problems without glasses.
Worsening vision is a natural part of the aging process, though, so you may need to increase the power of your readers periodically.