Yeah: use proper masking.
Blue tape is good in a pinch, but it’s too tacky – it will grab your leather hard, thus making it very difficult to remove.
Then use the duct tape method to yoink your masking off.
So yeah: get a roll of medium or light tack masking (I use medium on my leather, it works like a charm), and you’ll have the best of both worlds.