'Swamp People' Arrest Report -- Star Attacked GF with Lit Cigarette

"Swamp People" star Trapper Joe tried to burn his girlfriend with a lit cigarette ... and then punched her in the chest with a closed fist ... this according to the arrest report obtained by TMZ.

Trapper Joe -- real name Noces Joseph LaFont Jr. -- was arrested for assault and battery in Orange County, Florida early Wednesday morning.

According to the arrest report, a witness told police Trapper Joe and his GF were arguing at the Buena Vista Hotel and Spa just after midnight ... and both appeared very drunk.

The witness claims he watched Joe punch the woman in the chest ... and then grab her by the arms and shake her very hard.

The GF told police Joe had received a call on his cell phone ... and she wanted to know who was calling ... but when she reached for his phone, he tried to burn her with a lit cigarette.

According to the report, Trapper Joe denied the allegations ... but cops arrested him anyway and hauled him to a nearby station where he was booked into custody.