The England international shared details with supporters online regarding his new hobby.
Rice has made a major impact for Arsenal since making the switch from West Ham last year.
In addition, he is firmly established as a key player for England having been capped by the Three Lions on 60 occasions.
However, he will miss Arsenal's clash away to rivals Tottenham on Sunday following his controversial red card against Brighton prior to the international break.
Rice has started a photography Instagram account with the handle @dr.jpg.
The bio reads 'Every photo taken by me' and includes behind the scenes snaps that Rice took while on international duty with England this week.
Some of the images include Noni Madueke with his first England cap following the win against Greece, Harry Kane celebrating his 100th cap and Trent Alexander-Arnold with his player of the match award.
In another set of photos, Rice is seen playing golf.
The 25-year-old scored for England against Republic of Ireland last weekend but didn't celebrate against a nation who he represented three times at senior level.
