Brain and neurological diseases are influencing more than one billion world's people. Nervonic acid (cis-15-tetracosenoic acid, C24:1 Δ15) benefits the treatment of neurological diseases and the health of brain. Currently, the sources of nervonic acid are limited to the seeds of a couple of plants. In this study, we employed the oleaginous yeast Yarrowia lipolytica to overproduce nervonic acid oil by systematic metabolic engineering. First, engineering the fatty acid elongation (FAE) pathway by expressing a heterologous β-ketoacyl-CoA synthase gene CgKCS enabled the production of nervonic acid in Y. lipolytica. Second, modulation of endogenous pathways by expressing a C16:0-acyl-CoA preferred fatty acid elongase gELOVL6 together with a C18:0-acyl-CoA preferred fatty acid desaturase MaOLE2 increased the content of nervonic acid in total fatty acids (TFA). Third, iterative expression of CgKCS, gELOVL6 and MaOLE2 at the genomic loci of rDNA, FAD2, TGL4, GSY1 and SNF1 dramatically improved the production of nervonic acid. Fourth, the biosynthesis of both nervonic acid and lipids were further enhanced by expression of the MaOLE2-CgKCS fusion protein and glycerol-3-phosphate acyltransferases (GPAT) and diacylglycerol acyltransferases (DGAT) from Malania oleifera in the endoplasmic reticulum (ER) membrane. Fifth, an ER structure regulator YlINO2 was identified in Y. lipolytica and the overexpression of YlINO2 led to a 39.3% increase in lipid production. Next, pilot-scale fermentation in 50-L reactor using the strain YLNA9 exhibited a lipid titer of 96.7 g/L and a nervonic acid titer of 17.3 g/L, the highest reported titer to date for de novo nervonic acid production. We also found that disruption of the AMP-activated S/T protein kinase SNF1 increased the ratio of nervonic acid (C24:1) to lignoceric acid (C24:0) by 61.6% and a ratio of 3.5:1 (nervonic acid to lignoceric acid) was achieved in the strain YLNA10. Finally, a proof-of-concept purification and separation of nervonic acid were performed and the purity of it reached 98.7%. This study suggested that oleaginous yeasts are attractive hosts for the cost-efficient production of nervonic acid and possibly other very long-chain fatty acids (VLCFAs).