The president strode away from reporters looking annoyed after one said he appeared "off his game".
President Bush tugged at both handles on the double doors before admitting: "I was trying to escape. Obviously, it didn't work."
Mr Bush flies to Mongolia on Monday to complete his East Asia tour.