Qu was born in Luzhou, Sichuan, China. In 1928, he went to Nanjing University for his bachelor's degree of chemistry.
Qu's early life began in Luzhou, Sichuan, China. He later pursued higher education at Nanjing University in 1928, where he earned a bachelor's degree in chemistry.