If P = NP, why does P = NP = NP-Complete? If P = NP, why does P = NP also then equal NP-Complete?

I.e. Why would it then be the case that P = NP = NP-Complete?

Assuming P != NP , there were problems in NP not in NP - Complete. When P = NP, all NP problems are actually now P.

Shouldn't there still be P = NP problems not in NP - Complete?
If $P=NP$ then every non-trivial language $L$ is NP-hard, where non-trivial means that $L$ is neither the empty language nor the language of all words. This follows immediately from the definition of NP-hardness (exercise!). In particular, every non-trivial language in NP is NP-hard, and so NP equals NPC plus the two trivial languages.