The suspect is also accused of throwing a vodka bottle through a car window.
Deputies said Burnette's ex-girlfriend told them the pair were in an on-again-off-again relationship for 10 years.
The woman said she broke up with him July 2 because he beat her and took her cellphone, the report said.
Investigators said she told them he has been involved in three domestic violence incidents in the last week.
Deputies said Burnette drove to Lake County, where he was arrested.
When WFTV called Burnette's office Wednesday, a woman who answered the phone said he had no comment before hanging up.
Court records show Burnette was previously charged with stalking his ex-girlfriend in 2016.
Records indicated that case was closed, but it is unclear how it was resolved.