Rangers saw their dreams of four-in-a-row ended as they were placed in administration in February.
The future remains uncertain for the financially stricken Gers but Edu insists Ally McCoist's side can recover from a season to forget and win back their league crown.
"We want to come back next year, really push on and compete and win our title back," the midfielder told Blues News.
"It would be good if we can kick on now. We have finished the season strongly and we've had some good results in the last few games.
"Hopefully the fans can go into the summer with something to smile about and when all is said and done, hopefully we can keep this team together.
"It has been good to hear people saying they want to stay. It has been a difficult situation lately and difficult circumstances too.
"Although there has been an announcement about a new owner coming in, there is still a little bit of uncertainty.
"We've got guys who are eager to stay here though and with the manager and the staff we've got, that definitely bodes well for the future.
"When you see the way we played at the end of the season, we've got something to build on.
"If we can keep the team together and some of the young guys push through, I think we'll have a chance as we've definitely got talent and we've got a great side."