Yeah, it's fairly common. Some yarns seem to be worse than others. Don't leave the knots. Cut them out and restart. It means you have a few extra ends to weave in, but it looks nicer.
And if you keep finding knots in that skein I'd contact the yarn company. Three is way too many for only that much knitting.