I recall a few Falcon 9 launches that ended up with 8 engines. It is definitely designed to handle that (although maybe not for the extreme performance cases? Not sure)

At least once they lost the booster when they were planning on recovering it because they had to run the ascent phase on only 8 engines and burned enough extra fuel the booster didn't have enough fuel to complete the boost back and landing.