If you have another AC adaptor, replace the currently connected AC adapter with it and see if you can charge the speaker.
If you are charging by connecting to a computer, see if you can charge them by connecting to another USB port.
The speaker starts charging
The AC adapter or USB port may be malfunctioning. Contact the manufacturer.