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:
£80 per person with British Airways
£102 per person with Uganda Airlines
£112 per person with Jambojet