The alleged copyright pirate, also known as Kim Schmitz, said the Internet Party's guiding principles included faster, cheaper Internet, the creation of high-tech jobs, and the protection of privacy.
"It is a movement for people who haven't voted before, who have been disappointed by voting, or who don't like the political choices on offer," Dotcom said in a statement.
"It is a movement for people who care about a digital future, and who want a society that is open, free and fair."
The flashy internet mogul is fighting a bid by U.S. authorities to extradite him from his lavish estate in New Zealand to face online piracy charges over the now closed file-sharing site Megaupload.
The attention has not fazed Dotcom, a large and ebullient German national with New Zealand residency.
On Tuesday, Dotcom gloated over a deal that will see a cloud storage firm he founded while on bail listing on the New Zealand stock exchange and valued on paper at NZ$210 million.
(Also see: Cyber fugitive Dotcom mocks authorities: "From 0 into a $210 million company")
Recruitment is being done through the party's website and apps on mobile devices, where he is described as the Internet Party's "Visionary".
The party must sign up 500 members and register with electoral authorities to take part in the election.
Under New Zealand's proportional voting system, a party must win either an electorate seat or at least 5 percent of the nationwide vote to get into the 120-seat parliament.
A Reuters survey of six polls shows the centre-right National Party, which has been in power since 2008, with 48.2 percent support against the main opposition centre-left Labour Party, which has 33.3 percent.
Dotcom has the right to vote in New Zealand but cannot stand for election until he becomes a citizen.
Since his arrival in New Zealand in 2010, he has been embroiled in a political funding scandal, and forced an apology from Prime Minister John Key for illegal surveillance by a government spy agency.
In early 2012, the New Zealand government arrested Dotcom at his mansion near Auckland in a SWAT-style raid requested by the U.S. Federal Bureau of Investigation. Dotcom is free on bail while he fights extradition, although his movements are restricted.
© Thomson Reuters 2014
For the latest tech news and reviews, follow Gadgets 360 on X, Facebook, WhatsApp, Threads and Google News. For the latest videos on gadgets and tech, subscribe to our YouTube channel. If you want to know everything about top influencers, follow our in-house Who'sThat360 on Instagram and YouTube.