I'm not the same person, but I do not (and never have) noticed any noise when my fridge is running. Whether that means we have different fridges or different tolerances for noise, I'm not sure.
More likely you have a noisier house/neighbourhood. I used to think my PC was silent until I moved to a quiet place and then I could suddenly hear it very clearly.