The MIDI cable alone isn't going to supply power to your KeyLab, so you'll have to make sure it's powered on for it to work.
I, too, use a separate MIDI keyboard to play notes on the 2S, but I have my keyboard connected to my computer with a USB cable and use the MIDI out of my audio interface going to the MiniBrute. Works great.