The usual term is binge-watching — watching multiple episodes of a web series or TV show in one sitting or over a short time.

If you want a slightly more casual phrase, people also say:

  • “I watched it all in one go.”
  • “I binge-watched the whole series.”

TL;DR: binge-watching is the standard term.