The attack began shortly before 1600 GMT and lasted for less than an hour without managing to take down any party websites, the sources said.
A Conservative Party spokeswoman had no immediate comment and said she was unaware of the attack.
One of the sources said the attackers appeared to be different from those responsible for two back-to-back attacks on the main opposition Labour Party on Monday and earlier on Tuesday.