Deleting a wireless network profile is necessary in changing the password
Click the Network icon on the lower right corner of your screen.
Click Network settings.
Click Manage Wi-Fi settings.
Under Manage known networks, click the network you want to delete.
Click Forget. The wireless network profile is deleted.