you can remove the OnClick Attribute So, if page is post back then save_Click function will not call at server side.
<asp:button id="btnSave" runat="server" text="Save" width="75px"
OnClientClick="return validate_form()"
/></asp:button>
and you can use input tag for display button so it will not post back when you will click on it.
<input type="button" value="Save" önclick="return validate_form()" style="width:75px" />
Please let me know is this solution helpful to you.