Two suggestions:

First, take a look at that blue box at the top of the page. It contains an alphabetical/searchable listing of thousands of songs. If you were to simply click on the "B", you would find a list which would include the location of the lyrics to this song.

Second, open the search engine of your choice and enter, "DOWN IN BLACK BOTTOM" - including the quotation marks, and a variety of recorded sources will be listed.

Glad you stopped in, FMASTON!