Born in Adelaide, Groser spent many years in the South West of Western Australia amongst the pioneering settlements. After graduating from Perth High School, he attended Canterbury College in England. He was ordained in England in 1909, returning to Australia three years later. He made further trips to England and served as the vicar of Whitworth Spennymoor.