Okay, so I made a mistake of setting my home directory (~, a.k.a. /home/user) to be my workspace location on my RHEL6 box.
I want to change my workspace to ~/workspace.
After closing Eclipse projects and Eclipse itself, move all project folders and .metadata folder in the new workspace folder.
.metadata