Some of WH Auden's poetry is quite depressing. He wrote Stop All The Clocks about a lover who had died and also wrote a peom about refugees.
I think the poem As I Walked Out One Evening was written at a difficult time in the poet's life - he was homosexual when it was illegal and deeply affected by war - of course, artisitic types are intensely sensitive.