Primary open‐angle glaucoma (POAG) is the most common type of glaucoma. Using whole‐exome sequencing, we identified two independent families diagnosed as POAG from the China with a novel EFEMP1 variant (Exon3, c.175A>C p.Met59Leu); Three previously reported variants c.1160G>A p.R387Q, c.1189T>C p.Y397H, and c.1429C>T p.R477C in EFEPM1 from 55 sporadic POAG individuals were also identified. The variant c.175A>C p.Met59Leu co‐segregated with the disease phenotype within the families. Immunoprecipitation and western blot assays showed that all three EFEMP1 mutants (p.Met59Leu, pArg140Trp, pArg345Trp) increased intracellular protein aggregations, and pMet59Leu and pArg140Arg also enhanced their extracellular proteins secretion, compared to WT in HEK293T. The differential regulations to endoplasmic reticulum (ER) stress markers ATF4, GPR78/94, and CHOP, and differential phosphorylation activations to CREB at Ser133, AKT at Ser473, p44/42 at Thr202/Tyr204, and STAT3 at Tyr705, were also detected among the mutants and WT. Finally, we revealed a significant increment of intraocular pressure and obvious reduction of RGC cells at the sixth week following intravitreal injection of adenovirus 5 (Ad5) expressing in pMet59Leu compared to WT and GFP controls. Together, variant c.175A>C p.Met59Leu in EFEMP1 is pathogenic and different mutants in EFEMP1 triggered distinct signaling pathways, explaining the reason of mutation‐dependent disease phenotypes of EFEMP1.