Insider trading is also illegal unless you’re a member of Congress.
The crime of bribery and the overall concept of bribery are not the same thing. The former is much more situationional and narrowly defined, the latter is more straightforward, easily understandable and honest. Especially in a system where accepted corruption is the rule, not the exception.