RJ Mitte -- who played Walter White Jr. on "Breaking Bad" -- is dead ... TMZ has learned.

A county official confirmed to TMZ that RJ died Monday in Texas. We're told he died by suicide.

Just last week he appeared on "The Joe Vulpis Podcast" -- speaking about how "Breaking Bad" changed his life and on his close relationship with the cast years after the show's finale.