In August 1919, Price became seriously ill. With no adequate medical facilities in the area, he was transported to St. Paul's Hospital, Hong Kong. It was a long and arduous journey from Yeungkong by primitive means. Admitted on August 19, 1919. Price underwent an operation in early September. The treatment was too late and Price died as a result of a burst appendix on September 12, 1919. His body was buried in the priests’ plot in St. Michael's Cemetery in Happy Valley, Hong Kong. In 1936, his body was exhumed and transferred to the cemetery at Maryknoll, New York. James E Walsh was named Superior of the mission following Price's death.