Preheat oven to 350 degrees Fahrenheit.
Mix almonds, walnuts, sesame seeds, cinnamon, ground cloves, and honey in a bowl.
Brush 1 sheet phyllo (both sides) with olive oil and place in a 9" x 13" baking pan. Place 3 additional oiled sheets on top. Spread half of the nut mixture evenly on the phyllo.
Brush 4 sheets of phyllo dough (separately) with olive oil and layer on top of nut mixture. Add the rest of the nut mixture on top of the phyllo you just layed down.
Cut the baklava into square pieces. Place one whole clove on each piece. Bake for 35 minutes or until top is golden brown.
While the baklava is baking, make the syrup.
For the syrup add water, honey, sugar, cinnamon stick, and lemon peel to a saucepan. Bring to a boil, lower to a simmer. Simmer for 15 minutes and then let the syrup cool down until it's warm, not hot. Mix in the lemon juice.
Remove the baklava from the oven and pour the warm syrup over the baklava.
Let cool before serving and enjoy!