Nonsmall‐cell lung carcinoma (NSCLC) is one of the deadliest malignancies in the world. LncRNAs are confirmed to be involved in the progression of NSCLC. Meanwhile, lncRNA CRNDE is known to be upregulated in NSCLC; however, the mechanism by which CRNDE regulates the tumourigenesis of NSCLC remains unclear. To test the function of CRNDE in NSCLC, cell proliferation, invasion, and migration were investigated by colony formation and Transwell assays, respectively. qPCR and Western blotting were applied to test gene and protein levels. In addition, the relationship among CRNDE, miR‐455‐3p, and HDAC2 was explored by dual‐luciferase and RIP assays. The data revealed that the expression of CRNDE was upregulated in NSCLC tissues, while miR‐455‐3p was downregulated. CRNDE knockdown inhibited the viability, migration and invasion of NSCLC cells or epidermal growth factor receptor gene (EGFR)‐mutant NSCLC cells. Moreover, inhibition of miR‐455‐3p exhibited the opposite effect. CRNDE bound with miR‐455‐3p, and HDAC2 was found to be targeted by miR‐455‐3p. Meanwhile, miR‐455‐3p downregulation reversed the effect of CRNDE knockdown on NSCLC cell function. Furthermore, miR‐455‐3p notably inhibited the growth and invasion of NSCLC cells via downregulation of HDAC2. Knockdown of CRNDE attenuated NSCLC progression via modulation of the miR‐455‐3p/HDAC2 axis. Thus, those findings might provide a novel strategy against NSCLC.