Under normal circumstances, unplugging a phone would have no effect on your network connection, but there is always the slight possibility that you had a charge of static electricity built up when you were disconnecting your phone and it somehow jumped to your device, somehow causing a cascading failure. This would be a rare occurrence but not entirely impossible, and could happen if you had a high static charge when touching any piece of networked equipment.