Feel the same way about restaurants that don't have prices on their menu.

Basically assume "if you have to ask you can't afford it" because if the price wasn't an immediate deal breaker they wouldn't be withholding it.

Same with job listing, of they don't list the salary it's because they know that stating the salary would make you less likely to apply.