Upper Providence Township Fire and Emergency Services posted pictures of the rescue on Facebook.
Firefighters donned their water rescue gear to help pull the deer out of the canal.
Crews then covered the shivering doe in blankets to warm her.
A Pennsylvania State Game Commission Warden confirmed the deer will be OK.