I have moved them. The rhizomes often get quite large so you will have to dig with care so as not to break them up.
Actually, I was surprised that you have them in your garden. I live in zone 6b or 7a and calla lilies are treated as an annual here. Does it snow a lot at your house? Snow acts as insulation.
Daisy