The CRISPR/Cas9 system has been extensively applied for crop improvement. However, our understanding of Cas9 specificity is very limited in Cas9‐edited plants. To identify on‐ and off‐target mutation in an edited crop, we described whole genome sequencing (WGS) of 14 Cas9‐edited cotton plants targeted to three genes, and 3 negative (Ne) control and 3 wild‐type (WT) plants. In total, 4,188 ‐ 6,404 unique single nucleotide polymorphisms (SNPs) and 312 ‐ 745 insertions/deletions (indels) were detected in 14 Cas9‐edited plants compared with WT, negative and cotton reference genome sequences. Since the majority of these variations lack a protospacer‐adjacent motif (PAM), we demonstrated that the most variations following Cas9‐edited are due either to somaclonal variation or/and pre‐existing/natural variation from maternal plants, but not off‐target effects. Of a total of 4,413 potential off‐target sites (allowing ≤ 5 mismatches within the 20‐bp sgRNA and 3‐bp PAM sequences), the WGS data revealed that only 4 are bona fide off‐target indel mutations, validated by Sanger sequencing. Moreover, inherent genetic variation of WT can generate novel off‐target sites and destroy PAMs, which suggested great care should be taken to design sgRNA for the minimizing of off‐target effect. These findings suggested that CRISPR/Cas9 system is highly specific for cotton plants.