Before saving a video, remember to go to Video -> Compression and choose a compression method (DivX or Xvid recommended). On default it's uncompressed RGB which means the file is going to be HUGE!
Also, consider reducing the resolution of the movie to save space: Video -> Filters -> Add -> resize |