Talk to him three times, give him fruit, and say bye.
This method helps me alot, and its helped my friends too. The more friendly you are, the more likily they will leave. If you keep focusing on him specifically and talk to no one else.
Beimg mean will not get him to move out faster. He'll stay longer if you do.