In plants, histone H3 lysine methyltransferases are important in gene silencing and developmental regulation; however, the roles of histone H4 methylation in plant development remain unclear. Recent studies found a type II histone arginine methyltransferase, AtPRTM5, which is involved in promoting growth and flowering. Here, we purified a dimerized plant‐specific histone H4 methyltransferase, plant histone arginine methyltransferase 10 (PHRMT10), from cauliflower. Arabidopsis thaliana protein arginine methyltransferase 10 (AtPRMT10)—the Arabidopsis homologue of PHRMT10—was shown to be a type I PRMT, which preferentially asymmetrically methylated histone H4R3 in vitro. Genetic disruption of AtPRMT10 resulted in late flowering by upregulating FLOWERING LOCUS C (FLC) transcript levels. In addition, we show that AtPRMT10 functions genetically separate from AtPRMT5, but that each acts to fine‐tune expression of FLC. This work adds an extra layer of complexity to flowering‐time regulation and also sheds light on the importance of asymmetric arginine methylation in plant development.