Together, the findings reveal novel insights for calcium homeostasis in manipulating developmental transition from OPCs to pre‐OLs; additionally, the involvement of OLs‐originated ITPR2 in depressive behaviors provides new therapeutic strategies to alleviate myelin‐associated psychiatric disorders. Here, ITPR2 is linked to psychiatric disorder.