The 23-year-old singer-songwriter said he is not too fussed about the 57th annual ceremony, reported the Digital Spy.
"Just being nominated for a Grammy - all the artists say this I know - but honestly I'm not too fussed about winning, just because I probably won't! I never win anything," Sheeran said.
"I won the year of the Brits because I was a male and not Adele - she won everything else! And I got the VMA because Pharrell didn't turn up [and] I did. They said, 'He's not here, do you want it?'," he added.
Sheeran also tipped Sam Smith as his favourite.
"I think Sam will win a large amount of them. I don't think he's gonna walk away with nothing.