These guys have a climbing wall where you can practice your rock climbing, a glass-wall squash court and so many other facilities. They also have an Olympics-sized swimming pool.
Stay around Karkardooma and Anand Vihar? Definitely check this one out. Currently, the membership is closed for non-government employees, but keep a look out, as they’d open up soon enough.