You HAVE the dream to take control you, you just don't remember it. You should start keeping a dream journal and to help you remember dreams remind yourself to remember them when you are going to sleep. Just keep thinking about remembering your dreams until you pass out. Try to wake up naturally and ask yourself "What did I dream last night?" Then if you recall parts of a dream try and build off of it.