The striker has a back issue.
Southgate named an enlarged 33-man training squad on Tuesday.
Scotland will open the Euros against hosts Germany and also face Switzerland and Hungary in Group A
Rashford scored 30 goals and helped Manchester United return to the Champions League in 2022-23 but has not been able to recapture that form.