Don't know the registry tweak, I'm commenting on the use of the Enter key to create a new line. A line break is inserted with Shift-Enter. The Enter key, by itself creates a new paragraph, thus the space between.
A Word Processor is not a typewriter. Trying to use it as one will always be frustrating.
2.1 Why you should not press Enter at the end of every line