This book was called "Your Girlfriend Is Cute". After the male protagonist had a mental breakdown, he transmigrated back and dressed up as a clown to comfort the female protagonist when she lost her memory. The female lead started to have a good impression of the male lead because of his protection, and eventually fell in love with him. I hope you like my recommendation. Muah ~