Objective To investigate the effect of long non-coding RNA (LncRNA) NNT-AS1 on proliferation, migration and invasion of oral squamous cell carcinoma (OSCC) cells by regulating microRNA (miR)-199a-5p. Methods CAL-27 cells were assigned into the control group, the sh-NC group, the sh-NNT-AS1 group, the sh-NNT-AS1+miR-In-NC group and the sh-NNT-AS1+miR-199a-5p-In group. The proliferation, colony formation, migration and invasion abilities of CAL-27 cells were detected by EdU method, clone formation, scratch healing and Transwell experiments. The expressions of LncRNA NNT-AS1 and miR-199a-5p in human keratinocyte cell line HaCaT, human OSCC cell line CAL-27 and each group of cells were detected by qRT-PCR experiment. Western blot experiments were performed to detect the expressions of epithelial-mesenchymal transition (EMT)-related proteins [E-cadherin, N-cadherin, Vimentin, and epidermal growth factor receptor (EGFR)]. The targeting relationship between LncRNA NNT-AS1 and miR-199a-5p was verified by dual luciferase reporter gene assay. Results Compared with HaCaT cells, the level of LncRNA NNT-AS1 was elevated in CAL-27 cells, while the level of miR-199a-5p was decreased (P<0.05). Compared with the control group and the sh-NC group, the EdU positive rate, colony formation rate, scratch healing rate, cell invasion number, expression levels of LncRNA NNT-AS1, N-cadherin, Vimentin and EGFR proteins were decreased in the sh-NNT-AS1 group, while the expression levels of miR-199a-5p and E-cadherin protein were increased (P<0.05). Compared with the sh-NNT-AS1 group and the sh-NNT-AS1+miR-In-NC group, the EdU positive rate, colony formation rate, scratch healing rate, cell invasion number, N-cadherin, Vimentin and EGFR protein expression levels were increased in the sh-NNT-AS1+miR-199a-5p-In group, while the expression levels of miR-199a-5p and E-cadherin protein were decreased (P<0.05). Compared with the miR-NC group, the relative luciferase activity of NNT-AS1-WT cells transfected with miR-199a-5p mimic was decreased (P<0.05). Conclusion LncRNA NNT-AS1 is highly expressed in OSCC. It can promote the proliferation, migration, invasion and EMT process of OSCC cells by negatively regulating miR-199a-5p.