The investigators are doing this research study to find out if minocycline alone, N-acetyl cysteine (NAC) alone, or the combination of minocycline and NAC can help people with bipolar depression when added to lithium. The investigators also want to find out if minocycline, NAC, and the combination of minocycline and NAC are safe to take without causing too many side effects.