Increasing intramuscular fat (IMF) content can enhance the sensory quality of meat, including tenderness, juiciness, flavor, and color. Genome‐wide association study and RNA‐sequencing (RNA‐seq) analysis were used to identify candidate IMF genes in Beijing Black pigs, a popular species among consumers in northern China. Two and three single nucleotide polymorphisms were significantly associated with IMF in SSC13 and SSC15 respectively. Solute carrier family 4 member 7 (SLC4A7) on SSC13 and insulin induced gene 2 (INSIG2), coiled‐coil domain containing 93 (CCDC93), and diazepam binding inhibitor acyl‐CoA binding protein (DBI) on SSC15 are good candidate genes in this population. Furthermore, RNA‐seq analysis was performed between high and low IMF groups, and 534 differentially expressed genes were identified. In addition, based on differentially expressed genes, Kyoto Encyclopedia of Genes and Genomes analysis revealed that peroxisome proliferator‐activated receptors and FoxO signaling pathway pathways might contribute to IMF. Moreover, the DBI gene was identified as a candidate for IMF both by genome‐wide association study and RNA‐seq analysis, suggesting that it might be a crucial candidate gene for influencing IMF in Beijing Black pigs.