What would happen if someone who didn't graduate High School took college classes somehow?

I imagine this being a realistic scenario. Most junior colleges don’t do very thorough background checks into high school diplomas. I could see a determined individual jumping into some local college courses regardless.

Now what would happen if it was ever discovered? Would they completely void any earned credits? Just a fun scenario in my head.