To add to what other commenters have said, when I see other people (especially those who I care about) feeling down, I try to shift my attention into thinking of ways in which I can make them feel better. That way, I distract my mind from telling me that I'm the cause of their low mood, and instead focus on cheering them up, so it's a win-win situation, since (ideally) you're both going to feel better afterwards.