No, you cannot choose to pass through solid walls using Blink per the raw rules according to the Player’s Handbook. Unless you can see through the walls like glass panels, you cannot go to an empty space that you cannot see from the point where you vanished. The only way for someone to pass through walls using Blink would be to have all nearby empty spaces occupied.