First-principles full-potential linearized augmented plane-wave calculations were performed to evaluate the magnetocrystalline anisotropy energy for Fe monolayers and bilayers on Mo(110) and W(110) substrates. In-plane [110] easy axes were found for these systems due to the large in-plane interface anisotropy. Our theoretical results compare well with previous experimental observations