They believe in (and are inspired by) nature.
William Wordsworth is one of the best recognised romantic poets, and he believes that nature can elevate our mind. Emerson thinks of it in terms of each and all. Everything is dependent.
Other important romantic poets are include John Keats and Percy Bysshe Shelley - so if you're interested in this genre, I'd recommend you check them out!