I suspect that it might be because the people who are driven to be entrepreneurs also have a higher likelihood of suffering from depression.
Rates are similarly high in the US - in 2013 one person died by suicide every 12 minutes.
I'm not sure that entrepreneurs have higher rates of depression or suicidality. I think that depression and suicide are just very very common.