The salt in PBKDF2 used as a KDF does almost exactly the same thing as the salt in a password hash: it prevents attackers from precomputing a huge dictionary of candidate password-key mappings and employing it on every PBKDF-keyed system the attacker finds. All secure password-handling schemes are randomized.
I don't know what you mean by "lengthy secret key", but if you're talking about a string that a human would recognize as language, that's not a strong key. Strong keys come from /dev/keygeneration --- er, I mean, /dev/random and from schemes like PBKDF2.
The attack on a human-intelligible crypto key occurs offline, and HMAC verifying keys are usually long-lived, so the attacker has both a lot of time and a lot of incentive to go after that key. Do not use human-intelligible strings as HMAC keys.
I've heard a lot of smart people worry about adaptive password hashes becoming a DOS vector for their application, and while stipulating that they are indeed smart people, they haven't thought this problem through very well. Every application can be DOS'd, usually in much more effective ways than by forcing the server to hash lots of passwords. Availability attack vectors in web apps are so common that they aren't even objectives on penetration tests; what would be the point?
Also, HMAC "authenticates" and "verifies" messages; it doesn't "sign" them. "Signature" has a subtly different meaning in crypto.