Unfortunately, quitting and reopenning an application to "fix" problems is common practice in Windows.
It probably has to do with your background noise cancellation. Try reinstalling skype/updating
drivers/rebooting your computer. If nothing works, try to clean install Windows again.
Or simply live with the annoyance.