After Fearless Records was acquired by Concord Music Group in 2015, then Chairman Bob Becker decided to form Thriller Records after "missing the excitement and challenge of running a record label on a day-to-day basis"[5] with the objective of "housing a variety of alternative and rock acts".[1]
Thriller Records was founded in June 2021 by Fearless Records founder Bob Becker and co-founded by musician Nick Moore. Becker was the president of said label until Concord Music Group acquired it in 2015.[10] After the sale, Becker would go on to become its Chairman Emeritus. While still associated with signings, such as the signing of the Offspring,[11] he would cite the need to "embrac[e] the way music is now discovered and consumed" for founding Thriller Records.[1] Co-founder Nick Moore, then owner of InVogue Records, would join as Operations Manager.[12]
In June 2022, Thriller Records acquired InVogue Records. The acquisition was said to cover the purchase of InVogue's brand, catalog of masters and publishing.[14] InVogue would then operate under the Thriller Records umbrella "showcasing a publishing division."[14]