Best Buy offered a surprise on Tuesday with the sudden resignation of CEO Brian Dunn. The reasons for the exit weren't outlined, although the big-box retailer stressed that it was a "mutual" decision between the board and the CEO. It didn't stem from disagreements over how to run the business, the company said.