No, this is not true. The simplest examples come from Hirzebruch surfaces, as discussed in Chapter 7 of the linked monograph. These are smooth projective toric surfaces obtained by projectivising rank-2 bundles over $\mathbf P_1$, so they look like $F_n = \mathbf P(O \oplus O(n))$ for some natural number $n$. One can check that for $n \geq 3$ this does not have semipositive first Chern class.