Shows that are set in space have been done on a budget because the setting for a show in space doesn't need to be more than a set of a ship with some windows with space comped onto it.

Those shows don't have a character interacting with space regularly. And even if you took space out of it entirely like the Green Lantern movie did, the CGI required to make action scenes with the character high quality requires a budget.