The former Oasis star said that his daughter and Weller's daughter had talked about their fathers watching the ITV1 talent contest.
"Anyone who says they don't watch [The X Factor] is is a bulls**tter. I know for a fact that Paul Weller watches it," Gallagher told ShortList.
"We've never spoken about it, but his daughter told my daughter that he watches it with her.
"That's f**king interesting, isn't it? The 'Modfather' sitting around watching The X Factor. It's an endearing image, that."
> Noel Gallagher criticises 'X Factor' singers' ages: '16 is too young'
> Noel Gallagher: 'X Factor' groups are f**king appalling'
Watch the video for Noel Gallagher's 'AKA... What A Life' below: