They are two distinct concepts. Security with encryption is about trust guarantees. I send message X to Alice and I know Bob can't read the plaint text of message X because I encrypted it with Alice's key.
Privacy can benefit from additional security. But it's generally a whole other ball game. For example, Bob will still know I sent a message to Alice and can hit me with a wrench until I reveal the plaintext of message X.