Can i wear thick soled suede leather shoes with formal trousers?

You can, but the thick soles sound too sporty. A better choice would be a loafer or nice sporty Italian styled oxford. Suede is usually a Fall fashion item. Sounds like you're dressing up, so you don't won't to wear goofy shoes and spoil the look.