It is possible that your remote network uses an Intrusion Detection System (IDS) which, as a security precaution, disconnects you whenever it detects a scan.
There is a
Scan in random order setting in the Network Scanner options, General tab. It will evade detection by some IDS, though it's not guaranteed.