Yes it's possible. Close a tab and hit the left yellow arrow in the Eclipse menu bar above.
You can adjust the keyboard shortcut for that in the eclipse preferences under General > Keys.
Navigating back through the edit history does work sometimes, but not if you close the tab without actually activating it. You can also try Alt + F to access the file menu then hit a number to access the appropriate file in the recent file list.