[2] The song was a major seller in Houston, Texas, Rogers' hometown, where he was established among the general public as a member of the doo-wop outfit the Scholars, who had just broken up after several releases.
"That Crazy Feeling" was issued with "We'll Always Have Each Other" as the B-side, and it sold well and reached the top three on the local sales charts.
It was successful enough to be included on a various artists collection issued by Carlton the following year, titled One Dozen Goldies.
Rogers later signed with a variety of labels after being dropped by Carlton and went on to worldwide fame in following decades.
Despite his status as one of the music industry's best-selling artists, "That Crazy Feeling" was not re-released until it appeared on Rogers' career spanning box set Through the Years: A Retrospective in 1998.