Sources told gossip website RadarOnline.com that a rumour quickly swept through the event that the reason the New Slaves hitmaker was a no-show was because his reality TV star girlfriend was going into labour.
Several of Kim's close friends including Scott Disick and Jonathan Cheban both attended the party.
The 32-year-old beauty, who has been noticeably absent on social media today, previously revealed that she was due to give birth to a baby girl in early July.
Kanye recently revealed that he plans to do everything in his power to protect the privacy of his daughter.
Asked for his thoughts on parenthood, he said: "One of the things was just to be protective, that I would do anything to protect my child or my child's mother ... [But I haven't] fully developed those thoughts yet. I don't have a kid yet.
"Well, I just don't want to talk to America about my family. Like, this is my baby. This isn't America's baby."
- BANG! Showbiz