The victim, an employee of the ambassador's, was partying in the pool and drinking alcohol with other employees when he drowned, Ynetnews reported Friday.
Others at the party noticed him missing and discovered him at the bottom of the pool.
Emergency responders called to the scene tried to resuscitate the man for an hour before pronouncing him dead, officials said.
Police are investigating the incident.
The ambassador was abroad when the man drowned.