The sale has not started yet, this time the sale starts on June 25, 2020.
The set contains 10 cards with a "Summer" theme.
Mysterious Trading Cards: Steam Summer Sale 2020
Currently the only way to get a mysterious Tradingcard is by crafting a badge. Instead of the regular coupon you'll get a Mysterious Tradingcard with a chance of it being a Foil one.