Find 3 two-bedroom houses for rent in Randolph, NJ. A two-bedroom house has two distinct bedrooms that share a common living space and kitchen. Renters can benefit from a two-bedroom house by converting the second bedroom into a home gym, setting up an office, or hosting overnight guests. Financially conscious renters can split rent with a roommate to enjoy the extra storage space and square footage without paying full price.