What planet is this you're talking about?
...people who are dressed well...
PLAIN CLOTHES. Read it again. Cops who want to blend in, blend in. Bad police training is bad, period.
The plain clothes cops could have looked like thugs with long hair sporting tattoos. We just don't have enough information.