Rosevear was born at Pyrmont, New South Wales to carter William John Rosevear and Maria, née McGuirk. He attended the local public school and worked in the timber industry. On 23 September 1916 at Pyrmont he married machinist Clara May White. Involved in the timberworkers' strike of 1929, he was subsequently unemployed and completed relief work.