The Roma striker was included in Cesare Prandelli's preliminary squad, but was overlooked for his final 23-man party that will travel to Brazil.
Reports in the Italian media suggested Destro was asked to be on standby to cover any potential injuries, only to turn down the offer.
However, Destro - who scored 13 goals in 20 Serie A appearances last season - refuted the claims.
"Although I'm obviously disappointed, I've never refused any role in the national team," Destro said in a post on Roma's official Twitter account.
"I'll get straight down to work for a great season with my club and the national team, which remains one of my main targets."
Elsewhere, Verona midfielder Romulo claims that Prandelli wanted to name him in his squad, but he advised him against doing so due to fitness issues.
"Prandelli had included me in the 23," Romulo was quoted as saying by Corriere della Sera.
"I told him that I was at 70 per cent, it did not seem right that a team-mate would sit out whilst being fine."
‘He instantly popped into our ratings as one of the best U21 midfielders in Europe. The impressive thing is Slot has made him into more of a no.6' Inside Ryan Gravenberch's transformation at Liverpool
‘I don’t think Liverpool would look at Ollie Watkins, a striker isn’t a pressing issue for them – it’s Arsenal who need one’ Former Reds star explains why his old club don’t need an out-and-out forward this summer
