It's a weird glitch. By using heroine I can trigger the black screen. If I start combat and win, my screen will no longer be black, but the party is invisible and I can't open my menu.
However this isn't the only way I've found to make the party invisible, sometimes just fighting enemies inside the old city will trigger the invisible party glitch. I haven't found a way to fix the invisible party glitch personally.