No one's calling into question that there was an explosion. The question is over the cause and the extent of casualties, which people who lived next door likely wouldn't be in the best position to evaluate.
It's hard enough to estimate the caliber and distance of a single pistol or rifle shot (with training you can get pretty good), let alone the difference between a smaller mortar and a larger JDAM.