After eating raw almonds all my life, I felt really sick after eating them one evening and haven't touched them since. I haven't tried almond milk though. Have you tried a different brand in case their ingredients aren't quite as organic as they claim?
I did have a similar problem with oat milk that gave me bloating, stomach discomfort and diarrhoea...