Let λ∈(0,∞) and △λ:=−d2dx2−2λxddx be the Bessel operator on ℝ+:=(0,∞). In this paper, the authors show that b∈BMO(ℝ+,dmλ) (or CMO(ℝ+,dmλ), respectively) if and only if the Riesz transform commutator [b,R△λ] is bounded (or compact, respectively) on Morrey spaces Lp,κ(ℝ+,dmλ), where dmλ(x):=x2λdx, p∈(1,∞) and κ∈(0,1). A weak factorization theorem for functions belonging to the Hardy space H1(ℝ+,dmλ) in the sense of Coifman–Rochberg–Weiss in Bessel setting, via R△λ and its adjoint, is also obtained.