Possible fix to the problem with Image uploads with WordPress 2.7.1

I was recently working on a project for a client and faced this issue.
Whenever you upload any image to your WordPress site, it does not show up on the site. The name of the file shows up under Media Management, but the actual file never got uploaded. This post explains what I did to fix that.