The 'Skyfall' hitmaker is pulling out all the stops to make little Angelo's first birthday bash in October as special as possible and hopes the TV illusionist will fly to her home in Brighton on the South Coast of Britain to wow her friends and family with his famous stunts.
Adele, 25, is thought to have hit it off with David - who counts the likes of Leonardo DiCaprio among his close friends - when they met in New York City in June and the stars have developed a close friendship.
A source told the Daily Star newspaper: ''Adele wants a small, intimate family party for Angelo - with a magic theme. Having David there will make it even more memorable and she hopes he can teach the whole family how to do a few tricks on the day. They got on so well when they met, she is sure he'll be up for joining the party.''
The Oscar-winning musician and boyfriend Simon Konecki are planning an intimate gathering for their son's big day and Adele is even set to bake Angelo's birthday cake herself, rather than splashing out on one.
The source added: ''As she's quite good in the kitchen, Adele really wants to bake Angelo the birthday cake herself. She's also toying with the idea of singing him a special song.''
There are currently five separate teams working on 'Game of Thrones' projects at HBO.
She's a big fan of the band and this week she got to perform with them.