I would try CurrentCellKeyPress. You could also probably use CurrentCellStartEditing.
private void gridControl1_CurrentCellKeyPress(object sender, KeyPressEventArgs e)
{
if(e.KeyChar == '' '' && !this.gridControl1.CurrentCell.IsEditing)
e.Handled = true;
}