I can't choose only one, most CPS-1 and before games are true jewels imho:
Three Wonders (specially Midnight Wanderers)
Final Fight
Captain Commando
Warriors of Fate
1941
1942 (pre-CPS-1)
...
and of course Street Fighter!, as Butters said (But CE please)