Scope height

[fed]

I am mounting a different scope on a rifle and the scopes adjustment ring is barely touching the bases. I was thinking of machining the few though off the base to keep the scope low. Is there an advantage to keeping it low or should I get some medium rings? Rem 700 with unknown bases. Weaver rings and a Leopold 3-9/40 scope.