Symptoms of a sinus infection during pregnancy. Sinusitis can develop at any point during the first, second, or third trimester of pregnancy. This is an infection and inflammation in the lining of your sinuses, which are air-filled pockets located around the face and nose. A sinus infection can cause different symptoms, including: mucus drainage.