./eclipse -clean -refresh
as mentioned in comment by sulai Dec 20 '12 at 12:46, that worked for me.
However, on the Mac OS X, I had to figure out how to get to ./eclipse
Here's the solution:
cd Eclipse.app/Contents/MacOS/
Thank you Andrew's comment for this post: https://stackoverflow.com/a/1783448/2162226