If your fine with command line, you can try wget. If not, try Uget. Though you can also try IDM (Best windows based Download Manager) with wine, but I can't assure you of it's stability.
There is DownThemAll but it works with Firefox only.
If you are not satisfied with any of them, either stick with Gwget or try:
List of Download Managers Available in Ubuntu Linux