They cannot. There's too many of them vying for power, disagreeing over what should be done. There's problems within their realm as well, which goes to reason that they do have limits, albeit ones that aren't well-defined.

The most apt comparison is the gods of the gods. Seemingly all powerful, but one can find the cracks in their armor eventually.