Zuckerberg is a favorite personality among the Chinese public, despite Facebook being banned in the country alongside other overseas social media platforms.
He's also become somewhat notorious for persistent yet so far futile efforts to woo leaders enforcing China's strict online censorship.
The young tech tycoon is in Beijing to attend an economic forum over the weekend, when some of the world's business and finances leaders will rub shoulders with senior Chinese politicians.
At the time the photo was taken, Beijing's air pollution index was well into the hazardous zone at about 15 times of the level considered safe by the World Health Organization.
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Health experts urge people to avoid any outdoor activities on such heavily polluted days.
Chinese residents wondered aloud whether Zuckerberg's jog was yet another gesture aimed at pleasing the Chinese authorities who claim they are gradually winning the battle against air pollution.
The same year he famously engaged his audience in halting Chinese at a forum at prestigious Tsinghua University while avoiding mention of the government ban on Facebook.
"Kissing up?" commented Tom Wang, a Chinese environmentalist, who reposted Zuckerberg's running photo and added a graphic of Beijing's air quality readings from today morning.
Journalist and avid runner Peng Yuanwen joked that Zuckerberg's lungs had single-handedly filtered Beijing's smog after the city's air quality noticeably improved by early afternoon.
Others noted that Zuckerberg's run took him through the square where hundreds of thousands of Chinese students gathered in the spring of 1989 to demand democracy. The movement ended in the early hours of June 4 after troops and tanks crushed all resistance, killing hundreds, possibly thousands of protesters.