How to add outline to text? How would one add outline to a text object? Do text objects even have outline support? 

Should I instead create the text in GIMP or a similar program and import them in blender to replace the text objects?
In the text font panel choose [none] as the fill type.

Notice the bevel value.

Combine two text objects for fill and outline.