The song has nothing whatsoever to do with food. The title in Japanese is "Ue o Muite Arukō" (when I walk, I look up), and it's about coping with loneliness and depression.
You can find a good recording, with an English translation, here.
Just from the music you can tell the song is a sad lovers song. It is just the details which you don’t get.