Grid's background setting affect text in it, what should I do to keep text without background?

Specifying Background -> None at the right place in the Graphics body works in version 10.1:

Grid[{{1, 2}, 
  Graphics[{Blue, Disk[], Background -> None, 
      Text[Style[#, Large, Red]]}] & /@ {"1", "2"}}, Background -> LightGray]