I believe the answer is: To oppose the dirtiness of factories, they wanted to celebrate nature.
The romantics believe that the industrial revolutions resulted in massive pollution that created damage to the environment. On top of that, The condition of industrialised workers in the past were really bad since there is no clear regulation regarding how organisations should treat their employees.
