We prove that if a conic bundle surface over a rational curve is defined over a pseudo-real closed (or $p$-adically closed) field $K$ and has a $K$-rational point then it is $K$-unirational. We also obtain the corresponding result for the so-called 'large' arithmetic fields $K$, which are suitable intersections of finitely many Henselizations of $\mathbb {Q}$.