How do you know if a closed source application is stealing your data?

With open source, you can learn to read it, or talk to a community of people who know how to read it. If even just 1 in 500 people who downloads the software looks at the source, there are external eyes on it. Whereas with closed source, no one but the creator is looking.

Biggest thing is to still only install software you trust.