I've had that happen when the wattage isn't sufficient to both run the device and charge it. The charge indicator would cycle on and off at about 1Hz.
Most USB chargers can deliver 5W of power, but few are rated for 10W, which some devices require.
I would check the ratings on the chargers that came with the devices and see if the new wall outlet thing can deliver the required power.