Glioma is a highly heterogeneous malignancy with a high mortality rate and poor prognosis. m1A methylation modifications are associated with gliomagenesis. However, whether single nucleotide polymorphisms (SNPs) of m1A modification genes are associated with glioma risk is unclear. We successfully genotyped 20 SNPs of m1A‐modified genes TRMT10C, TRMT61B, TRMT6, TRM61, ALKBH1, YTHDC1, YTHDF1, and YTHDF2 in 314 pediatric glioma patients and 380 cancer‐free controls using TaqMan probes. Associations of polymorphisms with glioma risk were assessed by the odds ratios and 95% confidence intervals generated by logistic regression models. Stratified analysis was performed by age, gender, tumor subtype, and clinical stage. The results showed that TRMT10C rs2303476, TRMT10C rs4257518, TRM61 rs2296484, and YTHDF2 rs3738067 polymorphisms were significantly associated with an increased risk of glioma, TRMT61B rs4563180, YTHDC1 rs2293595, and YTHDC1 rs3813832 polymorphisms were significantly associated with a reduced risk of glioma. In addition, analysis of the expression quantitative trait loci‐showed that the TRM61 rs2296484 T allele significantly increased TRM61 messenger RNA (mRNA) expression, the YTHDF2 rs3738067 G allele significantly increased YTHDF2 mRNA expression, and the TRMT61B rs4563180 C allele significantly decreased TRMT61B mRNA expression. Overall, we identified several promising candidates for m1A modification gene polymorphisms as biomarkers of glioma risk.