The closest airport to Murchison Falls National Park is Pakuba Airport, which is located in Kabalega Falls. If you plan on visiting or staying in this area, landing at Pakuba Airport will be your best bet.
The best prices found on momondo for flights to Uganda are:
£87 per person with RwandAir
£113 per person with Jambojet
£117 per person with Uganda Airlines