But the midfielder is yet to agree to the move, with Fulham still believed to be in the race to sign the England international.
Rangers boss Redknapp said: "It's down to Scott now. The chairman has agreed a deal with Tottenham. It's up to Scotty now.
"Hopefully Scotty will feel the same and come here. We feel this is a club progressing and we'd love him to be part of it here."