I'd post a link to the lyrics, like I usually do, but I haven't yet found any accurate ones online. That's okay. Joe Cocker didn't seem to know them all that well, either, and it's still a great song.
The song is "Just Like a Woman," performed by Joe Cocker.
Thanks to Steve Walker for posting the video on YouTube.