Because of how they are treated not who they are.
I've heard that argument before. The problem is that there have been other groups (blacks, Native Americans, Jews, etc.), who have been treated poorly but didn't have the corresponding suicide rates. It's more accepted now than it's ever been but suicide rate is still high.