This paper is devoted to investigating the optimal convergence order of a weak Galerkin finite element approximation to a second-order parabolic equation whose solution has lower regularity. In many applications, the solution of a second-order parabolic equation has only \(\varvec{H}^{\varvec{1+s}}\) smoothness with \(\varvec{0<s<1}\) , and the numerical experiments show that the weak Galerkin approximate solution exhibits an optimal convergence order of \(\varvec{1+s}\) . However, the standard numerical analysis for weak Galerkin finite element method always requires that the exact solution should have at least \(\varvec{H}^{\varvec{2}}\) smoothness. Our work fills the gap in the error analysis of weak Galerkin finite element method under lower regularity condition, where we prove the convergence order is of \(\varvec{1+s}\) . The main strategy of analysis is to introduce an \(\varvec{H}^{\varvec{2}}\) -regular finite element approximation to discretize the spatial variables in variational equation, and then we analyze the error between this semi-discretized solution and the full discretized weak Galerkin solution. Finally, we present some numerical experiments to validate the theoretical analysis.