Why was Jim feeling nostalgic after hearing the song from Long John?

Jim becomes nostalgic because the song reminds him of home and the Captain.

Even at that exciting moment it carried me back to the old Admiral Benbow in a second, and I seemed to hear the voice of the captain piping in the chorus.