Mr. Chapman, who also worked for former Chancellor George Osborne, said two serving Cabinet ministers contacted him after he tweeted about the idea.
The Conservative Party has been in turmoil since the general election, when Theresa May limped into Downing Street after her calling of a snap election backfired on her.
Follow this account to register your interest in a new UK Democratic Party. Inspired by @jameschappers
— DemocratsUK (@DemocratChapman) August 11, 2017
Brexit negotiations have also got off to an extremely inauspicious start and has been undermined by the Tory infighting.
Mr. Chapman has been very active on social media this week, and claimed Brexit would signal the end of the Conservative Party.
"Two people in the cabinet, a number of people who have been in Conservative cabinets before now — better cabinets, I might say, than the current one — and a number of shadow cabinets ministers have also been in touch," he said.
I wish ppl suggesting a new party would also suggest some stuff it would think, advocate or do. Rather than just all the stuff it wouldn't.
— Hugo Rifkind (@hugorifkind) August 11, 2017
I've run out https://t.co/zU2VN9Au9y
— James Chapman (@jameschappers) August 11, 2017
Pension tax reform led by @Rosaltmann (sorry Middle England but you voted for Brexit) https://t.co/zU2VN9Au9y
— James Chapman (@jameschappers) August 11, 2017
Minister for EU citizens and right to vote for all 3.2 million https://t.co/zU2VN9Au9y
— James Chapman (@jameschappers) August 11, 2017
"They are not saying they are going to quit their parties, but they are saying they understand that there is an enormous gap in the center now of British politics," he added.
Mr. Chapman, a former political editor with the right-wing Daily Mail, said with Labour led by Jeremy Corbyn and the Tories in the grip of those in favor of a hard Brexit, there was a huge gap for a new political party in the center.
But while starting a new party and finding a name for it is not hard, turning it into a series political force is considerably more difficult.
But most of the 28 Labour MPs who joined the SDP lost their seats in the 1983 general election and the SDP went into an alliance with the Liberals and later merged with them in 1988, becoming the Liberal Democrats.
On Thursday, August 10, it was reported Jacob Rees-Mogg, who is beloved by the hard Brexiteers, had become a dark horse contender to become the next leader of the Conservative Party.
And on Friday morning (August 11) Mr. Chapman clashed with Mr. Rees-Mogg on a radio station.
"The two main parties have been captured by their fringes, and Jacob is a member of that fringe and he has captured my party and I don't any longer want to be a part of it," said Mr. Chapman.
"The hard Brexit plan that Theresa May is pursuing is going to take our economy off a cliff, is going to make Black Wednesday look like a picnic, and when that happens the Conservative party will never be in power again," he added.
But Mr. Rees-Mogg hit back.
"Most people in the higher levels of the party, and across the Conservative party in the nation, have accepted the democratic result of the referendum a year ago," said the MP for North East Somerset.
"What's so peculiar about this new party is that it wants to call itself the Democrats and the first thing it wishes to do is to overturn a democratic decision. Their proposed name ought to be the Oligarchs rather than the Democrats," added Mr. Rees-Mogg.
Mr. Chapman, who is on holiday in Greece, denied his former boss, Mr. Osborne, was behind the idea despite him having published numerous pro-Brexit editorials in the Evening Standard, the newspaper he took over as editor before quitting as a Conservative MP in June.