OK - Got it to work. Followed the steps above with two comments:

1 - Make sure that the text file and the MP3 file have the same name (except for the file extension).
2- In my case, the lyric (I'm using a PDF) didn't display until after I hit start.

Check items above, give it another shot and let me know if that helped?