The protesters have questioned the developer's right to remove the house, but Auckland Council insists the developer is acting within the rules.
"All the odds are in the developer's favour and none are in the community's," Ms Peters said.
"I'm fielding endless calls from people saying 'shall we occupy the house and chain ourselves to it'."
The four-bedroom villa was built for Sir Edmund's maternal grandmother, Harriet Clarke, in 1908.
The property was sold by artist John Horner and his wife, Jeanette Hayward, for $2,615,000, nearly $1 million above its 2011 government valuation of $1.65 million.
Mr Horner said in October he did not know about the plan to remove the building until after the sale.
"Herbert Rd is not a heritage street such as Burnley Tce and it's listed as 6A which [means] you can do what you want with it," he said.
The historic villa was being relocated to Warkworth to become another family's home. "It's a nice big section. It's the best scenario if they're going to move it, that we know where it is and that it's going to a good place," Mr Horner said.
"I don't think it's the buyer [that's to blame]. His intentions are good and we have a good relationship with him. I think the architect had the designer building three properties there."
In 2011, Sir Ed's Remuera family home was moved so a neighbour could extend his garden.
The house, built by Sir Ed and his wife, Louise, in 1956, was shifted to an Otara school where it became the Sir Edmund Hillary Leadership Centre.
APNZ