The number 1 always mandatorily takes the singular. You also did not do something one hours or one days ago. It is in no way incorrect to say it's 1 degree, regardless of whether you're talking Celsius or Fahrenheit, but the plural form would be considered ungrammatical by virtually all native speakers.