Refer: http://stackoverflow.com/questions/10165693/eclipse-cannot-load-swt-libraries
On my Ubuntu 12.04 32 bit. I edit the command to:
ln -s /usr/lib/jni/libswt-* ~/.swt/lib/linux/x86/
And on Ubuntu 12.04 64 bit try:
ln -s /usr/lib/jni/libswt-* ~/.swt/lib/linux/x86_64/
Not really what I wanted as a solution but important to note:
Because I had installed the Oracle Java 7 it had changed the default Java to Oracle Java 7, however it needed to be the Open JDK.
To fix, open up terminal and type
sudo update-alternatives --config java
This brings up a list of the different types of Java. Simply select the Open JDK.