Basically I take 2 steps to resolve this
Step 1
1. Go to
Step 2 - Once after the Eclipse is launched
1. Select Window -> Preferences
2. Select General -> Workspace -> Local History
3. Change Days to keep files to "1"
4. Click "Apply" follow by "Ok" button
4. Restart your Eclipse, this time the loading time should be much faster.