The single of "Secret Love" was released on 9 October 1953—three weeks prior to the premiere of the "Calamity Jane" film—by her longtime record label, Columbia Records in both 45 and 78 rpm format (cat. no.40108). The single entered the Top 20 bestselling singles survey at number 17 on "Billboard" magazine dated 9 January 1954 with the single reaching number 1 on the Top 20 survey for the week ending 17 February 1954, the week in which the song's Academy Award nomination for Best Song had been announced, the nominations for the 26th Academy Awards for the film year 1953 having been announced two days earlier. Day's "Secret Love", having spent three weeks ranked as the number 1 bestselling single by "Billboard", was still ranked as the number 4 bestseller the week of the 26th Academy Awards broadcast which occurred 25 March 1954. However, Day declined to perform the nominated (and ultimately victorious) "Secret Love" at the Academy Awards ceremony, later stating: "When they asked me to sing 'Secret Love' on Academy Awards night I told them I couldn't—not in front of those people". Instead, Ann Blyth performed the song at the ceremony. Day's refusal to perform "Secret Love" on the Academy Awards broadcast resulted in the Hollywood Women's Press Club "honoring" Day with the Sour Apple Award as the most uncooperative celebrity of 1953: this put-down occasioned a bout of depression which kept Day virtually housebound for several weeks, and which Day eventually had to qualify her Christian Science outlook to deal with, consulting with a medical practitioner.