Developer does make a difference (with Azo anyways).

I get that deep black, long range effect you're talking about with Azo & amidol, but not quite with Azo & Dektol or Azo & Neutol WA.

You ought to try enlarging paper with and without an amidol developer and see if that gives you the same look you want.