This situation where there are the same number of subjects in all cells is called a balanced design.
If the interaction p-value is not statistically signicant, then in most situations most analysts would re-run the ANOVA without the interaction, i.e., as a main effects only, additive model. The interpretation of main effects F-statistics in a non-interaction two-way ANOVA is easy.
