When looking at stats, you shouldn’t look at absolute numbers, you need to look at distribution too. According to google US is approximately 59% white, and 13% black, and food stamp numbers are 38% white and 25% black. So there does seem to be truth to if you are black you are more likely to be on food stamps.
Systemic racism might play a factor here.