The Douglas Dakota plane has been sighted several times in the area and it has locals thoroughly spooked.
It’s a model that used to be flown by the RAF more than 60 years ago.
Adding to the mystery are reports that one of the jets crashed in the vicinity in the 1940s.
According to Peak District Online, there have been at least 50 plane crashes in the area which has been named the ’Dark Peak’.
It’s earned it the unofficial title of the UK’s Bermuda Triangle.
The most recent known sighting of the ghost plane came from Sandra Holland, who says she saw a silent aircraft over a shopping village in the Peak District two weeks ago.
Sandra, from Bakewell, told the Derbyshire Times: “We were on the way back from the doctors’ when my daughter just shouted, ‘what’s that?’
“I have never seen anything like it. It looked like it wasn’t running quite right and was going to run into us.
“It was sideways on and then it vanished – it was very strange and a real shock to us.”
Another local has revealed her own sighting from few years ago.
Pam Orridge was driving with her son when she spotted it.
She explained: “Suddenly in front of us was an aircraft flying very low towards us. So low we thought it would crash into us but then it banked sideways and disappeared.
“We could not identify the aircraft other than it was old because it happened so quickly and left us quite shocked.”
Pam’s grandson has also had a similar experience while travelling in the same area with a friend.
Planes aren’t the only phantom sightings that hark back to World War II.
In 2015, two men claimed they saw the ghost of a RAF pilot whose plane crashed in 1943.
Rob Davies and Chris Felton were driving past Middleton Farm in Northumberland when they spotted a hitchhiker, who disappeared when they turned around to collect him.
They later found out the man was standing at the spot where a pilot died in a plane crash during the second World War.
