Hello Rita,
Smooth leather should work, suede is at least more difficult.
I've used it to tape socket strips (8-way) under tables (the outer caps in each case) and to attach aluminium rails to glass. It held like a bomb.
The adhesive power is enormous.
Greetings Jens