By THOUSIF INC
The Fantastic Beasts star threw a chair at the woman, leaving her with a cut to her forehead, according to police.
Miller was arrested in the early hours of Tuesday morning for second-degree assault at a private property in Pahoa on Hawaii's Big Island after reports of the attack.
It is the second time the 29-year-old has been arrested in recent weeks.
Hawaii Police Department said the actor had become "irate" before throwing the chair.
A 29-year-old visitor from Vermont was arrested for second-degree assault after an incident at a residence in Pahoa," said the police department in a statement.
"During their investigation, police determined that the individual, later identified as Ezra Miller."
"Became irate after being asked to leave and reportedly threw a chair, striking a 26-year-old female on the forehead, resulting in an approximate half-inch cut."
Police added that the woman "refused treatment" for her injury.
Last month, Miller was arrested and charged with harassment and disorderly conduct at a karaoke bar.
According to police, the actor grabbed a microphone from a woman singing.
Lunged at a man playing darts after becoming aggravated by a rendition of Shallow from the film A Star Is Born.
The man and woman involved dropped their petition for a temporary restraining order against Miller last week.