Sayyidah Aisha (may Allah be pleased with her) narrates that if the Messenger of Allah (peace and blessings be upon him) would enter the morning in a state of major ritual impurity (janabah), he would perform ghusl and then observe the fast.
Hadith Referenceالمنتقى ابن الجارود / كتاب الصيام / 392