I'm sympathetic to parent (both ways) on this one. Acquaintances' kids birthdays are and should be mostly about the kids.
The kids are friends: that's why the parents are there. The parents may or may not particularly vibe with each other.
And a small amount of alcohol does take the sharp edges off social interactions with someone who might otherwise annoy you.