"We would like to inform you that the Ye (Kanye West) concert planned for 19 June 2026 at the Śląski stadium will not take place due to formal and legal reasons," director Adam Strzyżewski said in a statement posted on social media.
The decision by the venue in the western city of Chorzów comes just over a week after Britain blocked the 48-year-old artist from travelling there to headline a festival.
Authorities in Poland had already signalled they would seek to ban the planned June 19 concert.
"In a country scarred by the history of the Holocaust, we cannot pretend that this is just entertainment," Polish Culture Minister Marta Cienkowska said on Thursday.
West, now known as Ye, has faced repeated criticism in recent years over social media posts containing anti-Semitic content and references to Nazi ideology. He also drew condemnation after selling products featuring Nazi symbols and making statements expressing admiration for Adolf Hitler.
The rapper was barred from Australia last year after releasing a song promoting Nazism and advertising swastika T-shirts on his website.
He in January apologised for his behaviour, which he attributed to untreated bipolar disorder, and renounced past expressions of admiration for Adolf Hitler.
He has performed in the United States and Mexico City this year, with further concerts planned in Europe and Asia.
More than 1.1 million people, most of them Jews, were murdered at the Auschwitz death camp in Nazi-occupied Poland during World War Two.
Nazi Germany killed more than 3 million of Poland's 3.2 million Jewish population.
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Source: Reuters