A +/-12V power supply is (or, rather, can be) easy to construct although the cost may be a put-off. When you see what mass-production can deliver it makes you wonder why 'we' build stuff too!
Anyway, using a 12-0-12 secondary transformer, rectification, smoothing and 7812/7912 (+12V and -12V...