Open the properties window and click on the clock icon adjacent to the departure waypoint.
The answer is in the message right before yours...
I can see that Trip Planner seems to take time zones into account, but I can't see where standard routes are time zone aware. Am I missing something?
In your route properties window, click on the clock icon to the right of any waypoint other than the first. The resulting popup will show the arrival time.