R. Kelly came face-to-face with cops in Chicago after an anonymous caller claimed the singer was holding two women hostage.

The Cook County State Attorney’s Office got a tip Friday that Kelly was at his Trump Tower residence with the women … and he was holding them against their will. We’re told cops raced to the property and made contact with R. Kelly and the women.

Our sources say 5 officers came to the home and ordered Kelly into the other room while they questioned the women. According to Chicago PD,…