The 20-year-old Swans striker has moved to the Blue Square South League side on a three-month loan deal.
I'm looking forward to it bacause at my age I need to be playing games," Morgan said.
"I made my first team debut for the Swans this season and played a few games which I'm extremely grateful for.
"If I can get a few more games under my belt on a regular basis at Newport then hopefully I can come back stronger and push hard for more first team appearances with Swansea."