Precursors, Flood, and Forerunners all have Interdimensional travel and posses the ability to protect themselves from alternate universes laws of physics through quantum shields, Oryx was able to be countered by our finite amount of light, so he is not supreme in his dimension. Also Halo rings work by killing the concept of sentiant life in reality, so those could probably kill him in his dimension.