Binance had spent nearly a year pursuing a pardon for its former boss, who completed his four-month prison sentence in September 2024, the WSJ reported on Thursday.
Its campaign came as Trump, who released his own coin shortly ahead of his inauguration in January, promised to take a friendlier approach to the industry than his predecessor.
Since then, he has loosened regulations, sought to establish a national cryptocurrency reserve and pushed to make it easier for Americans to use retirement savings to invest in digital assets.
Zhao, who stepped down as Binance chief executive in 2023, wrote on social media on Thursday that he was "deeply grateful for today's pardon and to President Trump for upholding America's commitment to fairness, innovation, and justice".
The pardon lifts restrictions that had stopped Zhao from running financial ventures, but it's not yet clear whether it changes his standing with US regulators or his ability to lead Binance directly.
In a statement Binance called the decision "incredible news".
The exchange, which is registered in the Cayman Islands, remains the world's most popular platform for buying and selling cryptocurrencies and other digital assets.
It did not respond to further questions about the conflict of interest claims.