As others have discovered, the hole is too deep for a standard USB charging unit.
I soldered a small copper tube (a banana connector male end) on to the protruding bit, shrink-wrapped it for safety, then cut it to the right length.
I'll probably make a tidier job of the shrink wrap some time, but it works a treat!