In June 2011, it was heavily rumoured that Murs had begun working on his second studio album. In the same month, Murs confirmed that he had been back in the studio, and that he was creating an album with a different approach to the first, stating that he wanted to explore all kinds of music. He commented: "I'm secretly not a bad rapper, and I really like to do a bit of beatboxing. Eminem has always been a favourite, but Vanilla Ice's "Ice Ice Baby" is a classic." On 27 August, during an interview with Digital Spy, Murs stated and that he was looking to create an album that was gracious of his roots.In Case You Didn't Know entered the UK Albums Chart at number-one with first week sales of over 148,000 copies, dethroning Rihanna's Talk That Talk album from that position, becoming Murs' first album to top the chart. On 9 December 2011, the album was certified platinum by the British Phonographic Industry for shipments of 300,000 copies in the UK. The album debuted at number six and peaked at number two on the Irish Albums Chart, marking it Murs' first album to chart within the top ten and highest peaking album. As of December 2012; the album has sold 880,944 copies in the United Kingdom.
"Dance with Me Tonight" - In September 2011, Murs premiered a thirty-second clip from the album's second single, "Dance With Me Tonight", and stated that the single was due for release on 20 November 2011. The music video premiered days later, featuring Murs being arrested after pursuing a prospective love interest. The single debuted at #2 on the UK Singles Chart, (kept off by Rihanna's "We Found Love") and then reached #1 two weeks later and to date, has sold more copies than any other of Murs' singles.
"Oh My Goodness" - "Oh My Goodness" was released as the album's third single on 1 April 2012. The music video for the track premiered later that month, featuring Murs chasing a prospective love interest through a shopping center. The track reached number 13 on the UK Singles Chart. The single was released in Germany on 10 August 2012, as the album's second single in the country, peaking at #23 on the German Singles Chart.