Yes, SSDs can lose data without power. According to an estimate of JEDEC Solid State Technology Association, these drives can hold data in them for about a year at 30°C when powered off.
Typically, the SSDs are known to have a very poor data retention rate which may range from one week for enterprise class drives and one year for the consumer grade variants without power.