Montree Yai-Kratok, 41, gave himself in to Sa Kaew police at 3.30pm after going hungry while on the run, according to officers.
The suspect has been detained after a 36-year-old woman accused him of forcibly entering her Bang Khae apartment on Tuesday night before handcuffing and raping her.