Is it Eurostar or Waterloo BR?

If the latter, you can go from Victoria to Vauxhall on the Victoria
Line (do mainline trains go from Victoria to Vauxhall?), then back
from Vauxhall to Waterloo.

Or even change at Clapham Junction but that's a lot longer.