I've played a bunch of one-offs without owning the rulebook. However, whenever I'm involved in a long-term campaign, I try to get at least the core rulebook for the system reasonably soon. Assuming, of course, that the game is still in print. (If the GM requests that we don't get the book I will, of course, respect that.)