In summary, our study reveals that RUNX2 phase separation mediates the long‐range interaction between non‐coding susceptibility SNP rs4683184 and target gene XCR1, and then regulates the expression of XCR1 involved in osteoblast differentiation and osteoporosis. Here, RUNX2 is linked to osteoporosis.