I first heard this song on Bruce Springsteen's We Shall Overcome album which was a tribute to Pete Seeger and the folk music of that same era. It is a very simple song and fun to sing. Check out the video, it is worth watching in its entirety. I decided to go with the key of G. Seems to be what the Boss is doing.
A video for this song: