However, I'm thinking this was something in addition to Ammonium nitrate to make and explosion like this one

Though Ammonium nitrate could have been a part of this explosion it is very very unlikely that this was the only thing that blew up an area 6 miles in diameter or 12 miles across this completely and killed and injured countless people in downtown Beirut, Lebanon.