If it was made completely of ice it'd fade away like the morning dew. Ice sublimates, non-ice compouds (the 'dirt' in 'dirty snowball') are left behind, forming dark, porous surface crust. This has been predicted for decades, is basically common sense, and doesn't even have anything to do with particle physics.