Similar explosion in 1947 in Texas City, Texas which witnesses also claim looked like a nuclear explosion and was the largest explosion ever in the U.S. The Sodium Nitrate explosion claim seems likely.
As for Trump's response, he's already claiming it was a bomb. Way too soon for him to be making the claim that it was an attack.