The reports, which said he was killed in Iowa and the shooter was on the loose, are false.
In a statement posted on its website later Monday morning, Fox News called the tweets "malicious" and "false." It said the hacking is being investigated.
Fox's political Twitter account has more than 34,000 followers.
The Associated Press contributed to this report.