Swap the box. Your initial odds were 33% or in other words you had 2 chances in 3 of being wrong. So swap the box.
Look at it this way. Say there were a 100 boxes. You choose one and then 98 are removed. Now one of the 2 left have the $100. What are the chances you picked correctly the first time.
