Adam has hit out as fans said he appeared to “lean in” for a peck with his dance partner Katya after their passionate Argentine Tango.
Sharing footage of his performance on Twitter, Adam said: “My favourite dance so far. Thank you to everyone who has sent supporting messages! I loved it.
“To everyone who wants to see what they want, your comments have real life consequences.
“I will not be overcome or lowered by your gossip. Protect your energy.”
He – who is in a relationship with artist Eirianedd Munro – also posted a cryptic Instagram message about “real ones”.
The dad-of-one wrote to his 570k followers on his Instagram Story : “You soon realise who the real ones are.”