Not all missiles.
I don't know about the "PAC-3" PATRIOT missiles, but the original version had a motor that burned for about six seconds. On a long-range engagement, the flight could last several minutes.
A more likely contender would be a U.S. Navy Standard missile. Burn time is listed as 6 seconds too, for the BOOSTER. Primary motor burn is about 260 seconds.
Either way, a nighttime missile launch is not a stealthy event.