Do I need to sand between coats of varnish?
Yes, you should lightly sand between coats (applies to paint &amp; varnish), this removes any dust or particles that may have stuck to the previous wet coat and provides a "key" for the next coat to adhere to properly.

Not sure what could the "looks like the wood got wet" part though, perhaps it was not fully dry...