Dickson-Peters, 19, has made three appearances in the EFL Trophy for the Canaries' under-21s side and has also represented Scotland at under-19 level.
"He comes here with no pressure other than he needs to continue to work hard at developing his game," Gillingham manager Steve Evans said.
Dickson-Peters could make his debut against Ipswich Town on Saturday.
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