Can I ride my horse in an unused field?

Would I be able to enter a field if it is located next to a bridleway and has no gates or signs indicating that it is private land or otherwise? There are no crops or animals in it and it doesn't appear to have any use as it is overgrown and has been that way for a while now! Just wondering whether I would be allowed to go in it?