The Kerala High Court on Friday refused to transfer the trial in the abduction and assault case, in which Malayalam actor Dileep is an accused, from the judge currently hearing the case to another judge (Victim v. State of Kerala; State of Kerala v. Sunil N.S. @ Pulsar Suni and Ors.)